%!PS-Adobe-3.0 %%Title: (Technical Report Template) %%Version: 1 3 %%Creator: (Microsoft Word 9.0) %%CreationDate: (D:20020121141426) %%For: (Middleton) %%DocumentData: Clean7Bit %%LanguageLevel: 2 %%BoundingBox: 0 0 595 842 %%Pages: 28 %%DocumentProcessColors: Cyan Magenta Yellow Black %%DocumentSuppliedResources: %%+ procset (Adobe Acrobat - PDF operators) 1.2 0 %%+ procset (Adobe Acrobat - type operators) 1.2 0 %%EndComments %%BeginDefaults %%EndDefaults %%BeginProlog %%EndProlog %%BeginSetup %%BeginResource: l2check %%Copyright: Copyright 1993 Adobe Systems Incorporated. All Rights Reserved. systemdict /languagelevel known { systemdict /languagelevel get 1 eq } { true } ifelse { initgraphics /Helvetica findfont 18 scalefont setfont 72 600 moveto (Error: Your printer driver needs to be configured) dup show 72 580 moveto (for printing to a PostScript Language Level 1 printer.) dup show exch = = /Helvetica-Bold findfont 16 scalefont setfont 72 520 moveto (Windows and Unix) show /Times-Roman findfont 16 scalefont setfont 72 500 moveto (Select \252Language Level 1\272 in the PostScript options section) show 72 480 moveto (of the Acrobat print dialog.) show /Helvetica-Bold findfont 16 scalefont setfont 72 440 moveto (Macintosh) show /Times-Roman findfont 16 scalefont setfont 72 420 moveto (In the Chooser, select your printer driver.) show 72 400 moveto (Then select your printer and click the Setup button.) show 72 380 moveto (Follow any on-screen dialogs that may appear.) show showpage quit } if %%EndResource /currentpacking where{pop currentpacking true setpacking}if %%BeginResource: procset pdfvars %%Copyright: Copyright 1987-1999 Adobe Systems Incorporated. All Rights Reserved. %%Version: 4.0 2 %%Title: definition of dictionary of variables used by PDF & PDFText procsets userdict /PDF 160 dict put userdict /PDFVars 86 dict dup begin put /_save 0 def /_cshow 0 def /InitAll 0 def /TermAll 0 def /DocInitAll 0 def /DocTermAll 0 def /_lp /none def /_doClip 0 def /sfc 0 def /_sfcs 0 def /_sfc 0 def /ssc 0 def /_sscs 0 def /_ssc 0 def /_fcs 0 def /_scs 0 def /_fp 0 def /_sp 0 def /AGM_MAX_CS_COMPONENTS 10 def /_fillColors [ 0 1 AGM_MAX_CS_COMPONENTS { array } for ] def /_strokeColors [ 0 1 AGM_MAX_CS_COMPONENTS { array } for ] def /_fc null def /_sc null def /DefaultGray [/DeviceGray] def /DefaultRGB [/DeviceRGB] def /DefaultCMYK [/DeviceCMYK] def /_inT false def /_tr -1 def /_rise 0 def /_ax 0 def /_cx 0 def /_ld 0 def /_tm matrix def /_ctm matrix def /_mtx matrix def /_hy (-) def /_fScl 0 def /_hs 1 def /_pdfEncodings 2 array def /_baselineadj 0 def /_fTzero false def /_Tj 0 def /_italMtx [1 0 .212557 1 0 0] def /_italMtx_WMode1 [1 -.212557 0 1 0 0] def /_italMtxType0 [1 0 .1062785 1 0 0] def /_italMtx_WMode1Type0 [1 -.1062785 0 1 0 0] def /_basefont 0 def /_basefonto 0 def /_pdf_oldCIDInit null def /_pdf_FontDirectory 30 dict def /_categories 10 dict def /_sa? true def /_op? false def /_OP? false def /_opmode 0 def /_ColorSep5044? false def /_tmpcolr? [] def /_tmpop? {} def /_processColors 0 def /_defaulttransfer currenttransfer def /_defaultflatness currentflat def /_defaulthalftone null def /_defaultcolortransfer null def /_defaultblackgeneration null def /_defaultundercolorremoval null def /_defaultcolortransfer null def end %%EndResource PDFVars begin PDF begin %%BeginResource: procset pdfutil %%Copyright: Copyright 1993-1999 Adobe Systems Incorporated. All Rights Reserved. %%Version: 4.0 2 %%Title: Basic utilities used by other PDF procsets /bd {bind def} bind def /ld {load def} bd /bld { dup length dict begin { null def } forall bind end def } bd /dd { PDFVars 3 1 roll put } bd /xdd { exch dd } bd /Level2? systemdict /languagelevel known { systemdict /languagelevel get 2 ge } { false } ifelse def /Level3? systemdict /languagelevel known {systemdict /languagelevel get 3 eq } { false } ifelse def /getifknown { 2 copy known { get true } { pop pop false } ifelse } bd /here { currentdict exch getifknown } bd /isdefined? { where { pop true } { false } ifelse } bd /StartLoad { dup dup not { /_save save dd } if } bd /EndLoad { if not { _save restore } if } bd %%EndResource %%BeginResource: procset pdf %%Version: 4.0 3 %%Copyright: Copyright 1998-1999 Adobe Systems Incorporated. All Rights Reserved. %%Title: General operators for PDF, common to all Language Levels. [/b/B/b*/B*/BDC/BI/BMC/BT/BX/c/cm/cs/CS/d/d0/d1/Do/DP/EI/EMC/ET/EX/f/f*/g/G/gs /h/i/j/J/k/K/l/m/M/MP/n/q/Q/re/rg/RG/ri/s/S/sc/SC/scn/SCN/sg/Tc/Td/TD/Tf/Tj/TJ /TL/Tm/Tr/Ts/Tw/Tz/T*/v/w/W/W*/y/'/" /applyInterpFunc/applystitchFunc/domainClip/EF/encodeInput/gsDI/ilp/icl /initgs/int/limit/PS/rangeClip/RC/rf/makePat/csfamily /? /! /| /: /+ /GetGlyphDirectory ] {null def} bind forall /v { currentpoint 6 2 roll c } bd /y { 2 copy c } bd /h/closepath ld /d/setdash ld /j/setlinejoin ld /J/setlinecap ld /M/setmiterlimit ld /w/setlinewidth ld /i { dup 0 eq { pop _defaultflatness } if setflat } bd /gsDI { begin /OP here { /_OP? xdd } if /op here { /_op? xdd } { /OP here { /_op? xdd } if } ifelse /OPM here { /_opmode xdd } if /Font here { aload pop Tf } if /LW here { w } if /LC here { J } if /LJ here { j } if /ML here { M } if /D here { aload pop d } if end } bd /ilp { /_lp /none dd } bd /icl { /_doClip 0 dd } bd /W { /_doClip 1 dd } bd /W* { /_doClip 2 dd } bd /n { {{} {clip} {eoclip}} _doClip get exec icl newpath } bd /s { h S } bd /B { q f Q S } bd /B* { q f* Q S } bd /b { h B } bd /b* { h B* } bd /q/save ld /Q { restore ilp } bd /GetCSFamily { dup type /arraytype eq {0 get} if } bd /GetCompsDict 11 dict begin /DeviceGray { pop 1 } bd /DeviceRGB { pop 3 } bd /DeviceCMYK { pop 4 } bd /CIEBasedA { pop 1 } bd /CIEBasedABC { pop 3 } bd /CIEBasedDEF { pop 3 } bd /CIEBasedDEFG { pop 4 } bd /DeviceN { 1 get length } bd /Separation { pop 1 } bd /Indexed { pop 1 } bd /Pattern { pop 0 } bd currentdict end def /GetComps { GetCompsDict 1 index GetCSFamily get exec } bd /cs { dup _fcs eq { pop } { dup /_fcs xdd GetComps _fillColors exch get /_fc xdd /_fp null dd } ifelse } bd /CS { dup _scs eq { pop } { dup /_scs xdd GetComps _strokeColors exch get /_sc xdd /_sp null dd } ifelse } bd /sc { _fc astore pop ilp } bd /SC { _sc astore pop ilp } bd /g { DefaultGray cs sc } bd /rg { DefaultRGB cs sc } bd /k { DefaultCMYK cs sc } bd /G { DefaultGray CS SC } bd /RG { DefaultRGB CS SC } bd /K { DefaultCMYK CS SC } bd /cm { _mtx astore concat } bd /re { 4 2 roll m 1 index 0 rlineto 0 exch rlineto neg 0 rlineto h } bd /RC/rectclip ld /EF/execform ld /PS { cvx exec } bd /initgs { /DefaultGray [/DeviceGray] dd /DefaultRGB [/DeviceRGB] dd /DefaultCMYK [/DeviceCMYK] dd 0 g 0 G [] 0 d 0 j 0 J 10 M 1 w true setSA /_op? false dd /_OP? false dd /_opmode 0 dd /_defaulttransfer load settransfer 0 i /RelativeColorimetric ri newpath } bd /int { dup 2 index sub 3 index 5 index sub div 6 -2 roll sub mul exch pop add exch pop } bd /limit { dup 2 index le { exch } if pop dup 2 index ge { exch } if pop } bd /domainClip { Domain aload pop 3 2 roll limit } [/Domain] bld /applyInterpFunc { 0 1 DimOut 1 sub { dup C0 exch get exch dup C1 exch get exch 3 1 roll 1 index sub 3 index N exp mul add exch currentdict /Range_lo known { dup Range_lo exch get exch Range_hi exch get 3 2 roll limit } { pop } ifelse exch } for pop } [/DimOut /C0 /C1 /N /Range_lo /Range_hi] bld /encodeInput { NumParts 1 sub 0 1 2 index { dup Bounds exch get 2 index gt { exit } { dup 3 index eq { exit } { pop } ifelse } ifelse } for 3 2 roll pop dup Bounds exch get exch dup 1 add Bounds exch get exch 2 mul dup Encode exch get exch 1 add Encode exch get int } [/NumParts /Bounds /Encode] bld /rangeClip { exch dup Range_lo exch get exch Range_hi exch get 3 2 roll limit } [/Range_lo /Range_hi] bld /applyStitchFunc { Functions exch get exec currentdict /Range_lo known { 0 1 DimOut 1 sub { DimOut 1 add -1 roll rangeClip } for } if } [/Functions /Range_lo /DimOut] bld %%EndResource %%BeginResource: procset pdflev2 %%Version: 4.0 5 %%Copyright: Copyright 1987-1999 Adobe Systems Incorporated. All Rights Reserved. %%LanguageLevel: 2 %%Title: PDF operators, with code specific for Level 2 /_defaulthalftone currenthalftone dd /_defaultblackgeneration currentblackgeneration dd /_defaultundercolorremoval currentundercolorremoval dd /_defaultcolortransfer [currentcolortransfer] dd /initialize { _defaulthalftone sethalftone /_defaultblackgeneration load setblackgeneration /_defaultundercolorremoval load setundercolorremoval _defaultcolortransfer aload pop setcolortransfer false setoverprint <> setuserparams } bd /terminate { } bd /m/moveto ld /l/lineto ld /c/curveto ld /setSA/setstrokeadjust ld /defineRes/defineresource ld /findRes/findresource ld currentglobal true systemdict /setglobal get exec [/Function /ExtGState /Form /Shading /FunctionDictionary /MadePattern /PatternPrototype /DataSource] { /Generic /Category findresource dup length dict copy /Category defineresource pop } forall systemdict /setglobal get exec /ri { /findcolorrendering isdefined? { mark exch findcolorrendering counttomark 2 eq { type /booleantype eq { dup type /nametype eq { dup /ColorRendering resourcestatus { pop pop dup /DefaultColorRendering ne { /ColorRendering findresource setcolorrendering } if } if } if } if } if cleartomark } { pop } ifelse } bd /_sfcs {_fcs setcolorspace} bind dd /_sscs {_scs setcolorspace} bind dd /_sfc { _fc aload pop _fp null eq { setcolor } { _fp setpattern } ifelse } bind dd /_ssc { _sc aload pop _sp null eq { setcolor} { _sp setpattern } ifelse } bind dd /scn { dup type /dicttype eq { dup /_fp xdd /PaintType get 1 eq { /_fc _fillColors 0 get dd ilp } { /_fc _fillColors _fcs 1 get GetComps get dd sc } ifelse } { sc } ifelse } bd /SCN { dup type /dicttype eq { dup /_sp xdd /PaintType get 1 eq { /_sc _strokeColors 0 get dd ilp } { /_sc _strokeColors _scs 1 get GetComps get dd SC } ifelse } { SC } ifelse } bd /gs { begin /SA here { setstrokeadjust } if /BG here { setblackgeneration } if /UCR here { setundercolorremoval } if /FL here { i } if /RI here { ri } if /TR here { dup xcheck { settransfer } { aload pop setcolortransfer } ifelse } if /sethalftonephase isdefined? { /HTP here { sethalftonephase } if } if /HT here { sethalftone } if currentdict gsDI end } bd /sfc { _op? setoverprint _lp /fill ne { _sfcs _sfc /_lp /fill dd } if } dd /ssc { _OP? setoverprint _lp /stroke ne { _sscs _ssc /_lp /stroke dd } if } dd /f { { { sfc fill } {gsave sfc fill grestore clip newpath icl ilp} {gsave sfc fill grestore eoclip newpath icl ilp} } _doClip get exec } bd /f* { { { sfc eofill } {gsave sfc eofill grestore clip newpath icl ilp} {gsave sfc eofill grestore eoclip newpath icl ilp} } _doClip get exec } bd /S { { { ssc stroke } {gsave ssc stroke grestore clip newpath icl ilp} {gsave ssc stroke grestore eoclip newpath icl ilp} } _doClip get exec } bd /rf { { { sfc rectfill } {gsave sfc rectfill grestore clip newpath icl ilp} {gsave sfc rectfill grestore eoclip newpath icl ilp} } _doClip get exec } bd /knownColorants? { pop false } bd /makePat { gsave dup /Matrix get concat matrix makepattern grestore /MadePattern defineRes pop } bd %%EndResource %%BeginResource: procset spots %%Version: 4.0 1 %%Copyright: Copyright 1987-1999 Adobe Systems Incorporated. All Rights Reserved. %%Title: Predefined (named) spot functions for PDF 21 dict dup begin /CosineDot { 180 mul cos exch 180 mul cos add 2 div } bd /Cross { abs exch abs 2 copy gt { exch } if pop neg } bd /Diamond { abs exch abs 2 copy add .75 le { dup mul exch dup mul add 1 exch sub } { 2 copy add 1.23 le { .85 mul add 1 exch sub } { 1 sub dup mul exch 1 sub dup mul add 1 sub } ifelse } ifelse } bd /Double { exch 2 div exch 2 { 360 mul sin 2 div exch } repeat add } bd /DoubleDot { 2 { 360 mul sin 2 div exch } repeat add } bd /Ellipse { abs exch abs 2 copy 3 mul exch 4 mul add 3 sub dup 0 lt { pop dup mul exch .75 div dup mul add 4 div 1 exch sub } { dup 1 gt {pop 1 exch sub dup mul exch 1 exch sub .75 div dup mul add 4 div 1 sub } { .5 exch sub exch pop exch pop } ifelse } ifelse } bd /EllipseA { dup mul .9 mul exch dup mul add 1 exch sub } bd /EllipseB { dup 5 mul 8 div mul exch dup mul exch add sqrt 1 exch sub } bd /EllipseC { dup mul exch dup mul .9 mul add 1 exch sub } bd /InvertedDouble { exch 2 div exch 2 { 360 mul sin 2 div exch } repeat add neg } bd /InvertedDoubleDot { 2 { 360 mul sin 2 div exch } repeat add neg } bd /InvertedEllipseA { dup mul .9 mul exch dup mul add 1 sub } bd /InvertedEllipseC { dup mul exch dup mul .9 mul add 1 sub } bd /InvertedSimpleDot { dup mul exch dup mul add 1 sub } bd /Line { exch pop abs neg } bd /LineX { pop } bd /LineY { exch pop } bd /Rhomboid { abs exch abs 0.9 mul add 2 div } bd /Round { abs exch abs 2 copy add 1 le { dup mul exch dup mul add 1 exch sub } { 1 sub dup mul exch 1 sub dup mul add 1 sub } ifelse } bd /SimpleDot { dup mul exch dup mul add 1 exch sub } bd /Square { abs exch abs 2 copy lt { exch } if pop neg } bd end { /Function defineRes pop } forall %%EndResource %%BeginResource: procset pdftext %%Version: 4.0 2 %%Copyright: Copyright 1987-1998 Adobe Systems Incorporated. All Rights Reserved. %%Title: Text operators for PDF PDF /PDFText 75 dict dup begin put /docinitialize { /resourcestatus where { pop /CIDParams /ProcSet resourcestatus { pop pop false /CIDParams /ProcSet findresource /SetBuildCompatible get exec } if } if PDF begin PDFText /_pdfDefineIdentity-H known { PDFText /_pdfDefineIdentity-H get exec} if end } bd /initialize { PDFText begin /_intT false dd 0 Tr } bd /terminate { end } bd /_safeput { Level2? not { 2 index load dup dup length exch maxlength ge { dup length 5 add dict copy 3 index xdd } { pop } ifelse } if 3 -1 roll load 3 1 roll put } bd /pdf_has_composefont? systemdict /composefont known def /CopyFont { { 1 index /FID ne 2 index /UniqueID ne and { def } { pop pop } ifelse } forall } bd /Type0CopyFont { exch dup length dict begin CopyFont [ exch FDepVector { dup /FontType get 0 eq { 1 index Type0CopyFont /_pdfType0 exch definefont } { /_pdfBaseFont exch 2 index exec } ifelse exch } forall pop ] /FDepVector exch def currentdict end } bd /cHexEncoding [/c00/c01/c02/c03/c04/c05/c06/c07/c08/c09/c0A/c0B/c0C/c0D/c0E/c0F/c10/c11/c12 /c13/c14/c15/c16/c17/c18/c19/c1A/c1B/c1C/c1D/c1E/c1F/c20/c21/c22/c23/c24/c25 /c26/c27/c28/c29/c2A/c2B/c2C/c2D/c2E/c2F/c30/c31/c32/c33/c34/c35/c36/c37/c38 /c39/c3A/c3B/c3C/c3D/c3E/c3F/c40/c41/c42/c43/c44/c45/c46/c47/c48/c49/c4A/c4B /c4C/c4D/c4E/c4F/c50/c51/c52/c53/c54/c55/c56/c57/c58/c59/c5A/c5B/c5C/c5D/c5E /c5F/c60/c61/c62/c63/c64/c65/c66/c67/c68/c69/c6A/c6B/c6C/c6D/c6E/c6F/c70/c71 /c72/c73/c74/c75/c76/c77/c78/c79/c7A/c7B/c7C/c7D/c7E/c7F/c80/c81/c82/c83/c84 /c85/c86/c87/c88/c89/c8A/c8B/c8C/c8D/c8E/c8F/c90/c91/c92/c93/c94/c95/c96/c97 /c98/c99/c9A/c9B/c9C/c9D/c9E/c9F/cA0/cA1/cA2/cA3/cA4/cA5/cA6/cA7/cA8/cA9/cAA /cAB/cAC/cAD/cAE/cAF/cB0/cB1/cB2/cB3/cB4/cB5/cB6/cB7/cB8/cB9/cBA/cBB/cBC/cBD /cBE/cBF/cC0/cC1/cC2/cC3/cC4/cC5/cC6/cC7/cC8/cC9/cCA/cCB/cCC/cCD/cCE/cCF/cD0 /cD1/cD2/cD3/cD4/cD5/cD6/cD7/cD8/cD9/cDA/cDB/cDC/cDD/cDE/cDF/cE0/cE1/cE2/cE3 /cE4/cE5/cE6/cE7/cE8/cE9/cEA/cEB/cEC/cED/cEE/cEF/cF0/cF1/cF2/cF3/cF4/cF5/cF6 /cF7/cF8/cF9/cFA/cFB/cFC/cFD/cFE/cFF] def /modEnc { /_enc xdd /_icode 0 dd counttomark 1 sub -1 0 { index dup type /nametype eq { _enc _icode 3 -1 roll put _icode 1 add } if /_icode xdd } for cleartomark _enc } bd /trEnc { /_enc xdd 255 -1 0 { exch dup -1 eq { pop /.notdef } { Encoding exch get } ifelse _enc 3 1 roll put } for pop _enc } bd /TE { /_i xdd StandardEncoding 256 array copy modEnc _pdfEncodings exch _i exch put } bd /TZ { /_usePDFEncoding xdd findfont dup length 6 add dict begin { 1 index /FID ne { def } { pop pop } ifelse } forall /pdf_origFontName FontName def /FontName exch def _usePDFEncoding 0 ge { /Encoding _pdfEncodings _usePDFEncoding get def pop } { _usePDFEncoding -1 eq { counttomark 0 eq { pop } { Encoding 256 array copy modEnc /Encoding exch def } ifelse } { 256 array trEnc /Encoding exch def } ifelse } ifelse pdf_EuroProcSet pdf_origFontName known { pdf_origFontName pdf_AddEuroGlyphProc } if FontName currentdict end definefont pop } bd /Level2? systemdict /languagelevel known {systemdict /languagelevel get 2 ge} {false} ifelse def Level2? { /_pdfFontStatus { currentglobal exch /Font resourcestatus {pop pop true} {false} ifelse exch setglobal } bd } { /_pdfFontStatusString 50 string def _pdfFontStatusString 0 (fonts/) putinterval /_pdfFontStatus { FontDirectory 1 index known { pop true } { _pdfFontStatusString 6 42 getinterval cvs length 6 add _pdfFontStatusString exch 0 exch getinterval { status } stopped {pop false} { { pop pop pop pop true} { false } ifelse } ifelse } ifelse } bd } ifelse Level2? { /_pdfCIDFontStatus { /CIDFont /Category resourcestatus { pop pop /CIDFont resourcestatus {pop pop true} {false} ifelse } { pop false } ifelse } bd } if /_pdfString100 100 string def /_pdfComposeFontName { dup length 1 eq { 0 get 1 index type /nametype eq { _pdfString100 cvs length dup dup _pdfString100 exch (-) putinterval _pdfString100 exch 1 add dup _pdfString100 length exch sub getinterval 2 index exch cvs length add 1 add _pdfString100 exch 0 exch getinterval exch pop true } { pop pop false } ifelse } { false } ifelse dup {exch cvn exch} if } bd /_pdfConcatNames { exch _pdfString100 cvs length dup dup _pdfString100 exch (-) putinterval _pdfString100 exch 1 add dup _pdfString100 length exch sub getinterval 3 -1 roll exch cvs length add 1 add _pdfString100 exch 0 exch getinterval cvn } bind def /_pdfTextTempString 50 string def /_pdfRegOrderingArray [(Adobe-Japan1) (Adobe-CNS1) (Adobe-Korea1) (Adobe-GB1)] def /_pdf_CheckSupplements { 1 index _pdfTextTempString cvs false _pdfRegOrderingArray { 2 index exch anchorsearch { pop pop pop true exit} { pop } ifelse } forall exch pop { /CIDFont findresource /CIDSystemInfo get /Supplement get exch /CMap findresource /CIDSystemInfo get dup type /dicttype eq {/Supplement get} {pop 0 } ifelse ge } { pop pop true } ifelse } bind def pdf_has_composefont? { /_pdfComposeFont { 2 copy _pdfComposeFontName not { 2 index } if (pdf) exch _pdfConcatNames dup _pdfFontStatus { dup findfont 5 2 roll pop pop pop true} { 4 1 roll 1 index /CMap resourcestatus { pop pop true } {false} ifelse 1 index true exch { _pdfCIDFontStatus not {pop false exit} if } forall and { 1 index 1 index 0 get _pdf_CheckSupplements { 3 -1 roll pop 2 index 3 1 roll composefont true } { pop pop exch pop false } ifelse } { _pdfComposeFontName { dup _pdfFontStatus { exch pop 1 index exch findfont definefont true } { pop exch pop false } ifelse } { exch pop false } ifelse } ifelse { true } { dup _pdfFontStatus { dup findfont true } { pop false } ifelse } ifelse } ifelse } bd } { /_pdfComposeFont { _pdfComposeFontName not { dup } if dup _pdfFontStatus {exch pop dup findfont true} { 1 index dup type /nametype eq {pop} {cvn} ifelse eq {pop false} { dup _pdfFontStatus {dup findfont true} {pop false} ifelse } ifelse } ifelse } bd } ifelse /_pdfStyleDicts 4 dict dup begin /Adobe-Japan1 4 dict dup begin Level2? { /Serif /HeiseiMin-W3-83pv-RKSJ-H _pdfFontStatus {/HeiseiMin-W3} { /HeiseiMin-W3 _pdfCIDFontStatus {/HeiseiMin-W3} {/Ryumin-Light} ifelse } ifelse def /SansSerif /HeiseiKakuGo-W5-83pv-RKSJ-H _pdfFontStatus {/HeiseiKakuGo-W5} { /HeiseiKakuGo-W5 _pdfCIDFontStatus {/HeiseiKakuGo-W5} {/GothicBBB-Medium} ifelse } ifelse def /HeiseiMaruGo-W4-83pv-RKSJ-H _pdfFontStatus {/HeiseiMaruGo-W4} { /HeiseiMaruGo-W4 _pdfCIDFontStatus {/HeiseiMaruGo-W4} { /Jun101-Light-RKSJ-H _pdfFontStatus { /Jun101-Light } { SansSerif } ifelse } ifelse } ifelse /RoundSansSerif exch def /Default Serif def } { /Serif /Ryumin-Light def /SansSerif /GothicBBB-Medium def { (fonts/Jun101-Light-83pv-RKSJ-H) status }stopped {pop}{ { pop pop pop pop /Jun101-Light } { SansSerif } ifelse /RoundSansSerif exch def }ifelse /Default Serif def } ifelse end def /Adobe-Korea1 4 dict dup begin /Serif /HYSMyeongJo-Medium def /SansSerif /HYGoThic-Medium def /RoundSansSerif SansSerif def /Default Serif def end def /Adobe-GB1 4 dict dup begin /Serif /STSong-Light def /SansSerif /STHeiti-Regular def /RoundSansSerif SansSerif def /Default Serif def end def /Adobe-CNS1 4 dict dup begin /Serif /MKai-Medium def /SansSerif /MHei-Medium def /RoundSansSerif SansSerif def /Default Serif def end def end def /TZzero { /_fyAdj xdd /_wmode xdd /_styleArr xdd /_regOrdering xdd 3 copy _pdfComposeFont { 5 2 roll pop pop pop } { [ 0 1 _styleArr length 1 sub { _styleArr exch get _pdfStyleDicts _regOrdering 2 copy known { get exch 2 copy known not { pop /Default } if get } { pop pop pop /Unknown } ifelse } for ] exch pop 2 index 3 1 roll _pdfComposeFont {3 -1 roll pop} { findfont dup /FontName get exch } ifelse } ifelse dup /WMode 2 copy known { get _wmode ne } { pop pop _wmode 1 eq} ifelse _fyAdj 0 ne or { exch _wmode _pdfConcatNames _fyAdj _pdfConcatNames dup _pdfFontStatus { exch pop dup findfont false} { exch true } ifelse } { dup /FontType get 0 ne } ifelse { dup /FontType get 3 eq _wmode 1 eq and { _pdfVerticalRomanT3Font dup length 10 add dict copy begin /_basefont exch dup length 3 add dict begin {1 index /FID ne {def}{pop pop} ifelse } forall /Encoding Encoding dup length array copy dup 16#27 /quotesingle put dup 16#60 /grave put _regOrdering /Adobe-Japan1 eq {dup 16#5c /yen put dup 16#a5 /yen put dup 16#b4 /yen put} if def FontName currentdict end definefont def /Encoding _basefont /Encoding get def /_fauxfont true def } { dup length 3 add dict begin {1 index /FID ne {def}{pop pop} ifelse } forall FontType 0 ne { /Encoding Encoding dup length array copy dup 16#27 /quotesingle put dup 16#60 /grave put _regOrdering /Adobe-Japan1 eq {dup 16#5c /yen put} if def /_fauxfont true def } if } ifelse /WMode _wmode def /BaseLineAdj _fyAdj def dup dup /FontName exch def currentdict end definefont pop } { pop } ifelse /_pdf_FontDirectory 3 1 roll _safeput } bd /swj { dup 4 1 roll dup length exch stringwidth exch 5 -1 roll 3 index mul add 4 1 roll 3 1 roll mul add 6 2 roll /_cnt 0 dd {1 index eq {/_cnt _cnt 1 add dd} if} forall pop exch _cnt mul exch _cnt mul 2 index add 4 1 roll 2 index add 4 1 roll pop pop } bd /jss { 4 1 roll { pop pop (0) exch 2 copy 0 exch put gsave exch false charpath currentpoint 5 index setmatrix stroke 3 -1 roll 32 eq { moveto 5 index 5 index rmoveto currentpoint } if grestore moveto 2 copy rmoveto } exch cshow 6 {pop} repeat } def /jsfTzero { { pop pop (0) exch 2 copy 0 exch put exch show 32 eq { 4 index 4 index rmoveto } if 2 copy rmoveto } exch cshow 5 {pop} repeat } def /jsp { { pop pop (0) exch 2 copy 0 exch put 32 eq dup {currentfont /Encoding get dup length 33 ge {32 get /space eq and}{pop}ifelse }if { exch 5 index 5 index 5 index 5 -1 roll widthshow } { false charpath } ifelse 2 copy rmoveto } exch cshow 5 {pop} repeat } bd /trj { _cx 0 fWModeProc 32 _ax 0 fWModeProc 6 5 roll } bd /pjsf { trj sfc fawidthshowProc } bd /pjss { trj _ctm ssc jss } bd /pjsc { trj jsp } bd /_Tjdef [ /pjsf load /pjss load { dup currentpoint 3 2 roll pjsf newpath moveto pjss } bind { trj swj rmoveto } bind { dup currentpoint 4 2 roll gsave pjsf grestore 3 1 roll moveto pjsc } bind { dup currentpoint 4 2 roll currentpoint gsave newpath moveto pjss grestore 3 1 roll moveto pjsc } bind { dup currentpoint 4 2 roll gsave dup currentpoint 3 2 roll pjsf newpath moveto pjss grestore 3 1 roll moveto pjsc } bind /pjsc load ] def /BT { /_inT true dd _ctm currentmatrix pop matrix _tm copy pop 0 _rise _baselineadj add translate _hs 1 scale 0 0 moveto } bd /ET { /_inT false dd _tr 3 gt {clip} if _ctm setmatrix newpath } bd /Tr { _inT { _tr 3 le {currentpoint newpath moveto} if } if dup /_tr xdd _Tjdef exch get /_Tj xdd } bd /Tj { userdict /$$copystring 2 index put _Tj } bd /iTm { _ctm setmatrix _tm concat 0 _rise _baselineadj add translate _hs 1 scale } bd /Tm { _tm astore pop iTm 0 0 moveto } bd /Td { _mtx translate _tm _tm concatmatrix pop iTm 0 0 moveto } bd /TD { dup /_ld xdd Td } bd /_nullProc {} bd /Tf { dup 1000 div /_fScl xdd _pdf_FontDirectory 2 index 2 copy known {get exch 3 -1 roll pop} {pop pop} ifelse Level2? { selectfont } { exch findfont exch scalefont setfont} ifelse currentfont dup /_nullProc exch /WMode known { 1 index /WMode get 1 eq {pop /exch} if } if load /fWModeProc xdd dup /FontType get 0 eq dup _cx 0 ne and { /jsfTzero } { /awidthshow } ifelse load /fawidthshowProc xdd /_fTzero xdd dup /BaseLineAdj known { dup /BaseLineAdj get _fScl mul } { 0 } ifelse /_baselineadj xdd dup /_pdfT3Font known { 0 } {_tr} ifelse _Tjdef exch get /_Tj xdd _intT {currentpoint iTm moveto} if pop } bd /TL { neg /_ld xdd } bd /Tw { /_cx xdd _cx 0 ne _fTzero and { /jsfTzero } { /awidthshow } ifelse load /fawidthshowProc xdd } bd /Tc { /_ax xdd } bd /Ts { /_rise xdd currentpoint iTm moveto } bd /Tz { 100 div /_hs xdd iTm } bd /Tk { exch pop _fScl mul neg 0 fWModeProc rmoveto } bd /T* { 0 _ld Td } bd /' { T* Tj } bd /" { exch Tc exch Tw ' } bd /TJ { { dup type /stringtype eq { Tj } { 0 exch Tk } ifelse } forall } bd /T- { _hy Tj } bd /d0/setcharwidth ld /d1 { setcachedevice /sfc{}dd /ssc{}dd } bd /nND {{/.notdef} repeat} bd /T3Defs { /BuildChar { 1 index /Encoding get exch get 1 index /BuildGlyph get exec } def /BuildGlyph { exch begin GlyphProcs exch get exec end } def /_pdfT3Font true def } bd /_pdfBoldRomanWidthProc { stringwidth 1 index 0 ne { exch .03 add exch }if setcharwidth 0 0 } bd /_pdfType0WidthProc { dup stringwidth 0 0 moveto 2 index true charpath pathbbox 0 -1 7 index 2 div .88 setcachedevice2 pop 0 0 } bd /_pdfType0WMode1WidthProc { dup stringwidth pop 2 div neg -0.88 2 copy moveto 0 -1 5 -1 roll true charpath pathbbox setcachedevice } bd /_pdfBoldBaseFont 11 dict begin /FontType 3 def /FontMatrix[1 0 0 1 0 0]def /FontBBox[0 0 1 1]def /Encoding cHexEncoding def /_setwidthProc /_pdfBoldRomanWidthProc load def /_bcstr1 1 string def /BuildChar { exch begin _basefont setfont _bcstr1 dup 0 4 -1 roll put dup _setwidthProc 3 copy moveto show _basefonto setfont moveto show end }bd currentdict end def pdf_has_composefont? { /_pdfBoldBaseCIDFont 11 dict begin /CIDFontType 1 def /CIDFontName /_pdfBoldBaseCIDFont def /FontMatrix[1 0 0 1 0 0]def /FontBBox[0 0 1 1]def /_setwidthProc /_pdfType0WidthProc load def /_bcstr2 2 string def /BuildGlyph { exch begin _basefont setfont _bcstr2 1 2 index 256 mod put _bcstr2 0 3 -1 roll 256 idiv put _bcstr2 dup _setwidthProc 3 copy moveto show _basefonto setfont moveto show end }bd currentdict end def /_pdfDefineIdentity-H { /Identity-H /CMap resourcestatus { pop pop } { /CIDInit/ProcSet findresource begin 12 dict begin begincmap /CIDSystemInfo 3 dict begin /Registry (Adobe) def /Ordering (Identity) def /Supplement 0 def currentdict end def /CMapName /Identity-H def /CMapVersion 1 def /CMapType 1 def 1 begincodespacerange <0000> endcodespacerange 1 begincidrange <0000> 0 endcidrange endcmap CMapName currentdict/CMap defineresource pop end end } ifelse } def } if /_pdfVerticalRomanT3Font 10 dict begin /FontType 3 def /FontMatrix[1 0 0 1 0 0]def /FontBBox[0 0 1 1]def /_bcstr1 1 string def /BuildChar { exch begin _basefont setfont _bcstr1 dup 0 4 -1 roll put dup _pdfType0WidthProc moveto show end }bd currentdict end def /MakeBoldFont { dup /ct_SyntheticBold known { dup length 3 add dict begin CopyFont /ct_StrokeWidth .03 0 FontMatrix idtransform pop def /ct_SyntheticBold true def currentdict end definefont } { dup dup length 3 add dict begin CopyFont /PaintType 2 def /StrokeWidth .03 0 FontMatrix idtransform pop def /dummybold currentdict end definefont dup /FontType get dup 9 ge exch 11 le and { _pdfBoldBaseCIDFont dup length 3 add dict copy begin dup /CIDSystemInfo get /CIDSystemInfo exch def /_Type0Identity /Identity-H 3 -1 roll [ exch ] composefont /_basefont exch def /_Type0Identity /Identity-H 3 -1 roll [ exch ] composefont /_basefonto exch def currentdict end /CIDFont defineresource } { _pdfBoldBaseFont dup length 3 add dict copy begin /_basefont exch def /_basefonto exch def currentdict end definefont } ifelse } ifelse } bd /MakeBold { 1 index _pdf_FontDirectory 2 index 2 copy known {get} {exch pop} ifelse findfont dup /FontType get 0 eq { dup /WMode known {dup /WMode get 1 eq }{false} ifelse version length 4 ge and {version 0 4 getinterval cvi 2015 ge } {true} ifelse {/_pdfType0WidthProc} {/_pdfType0WMode1WidthProc} ifelse _pdfBoldBaseFont /_setwidthProc 3 -1 roll load put {MakeBoldFont} Type0CopyFont definefont } { dup /_fauxfont known not 1 index /SubstMaster known not and { _pdfBoldBaseFont /_setwidthProc /_pdfBoldRomanWidthProc load put MakeBoldFont } { 2 index 2 index eq { exch pop } { dup length dict begin CopyFont currentdict end definefont } ifelse } ifelse } ifelse pop pop dup /dummybold ne {/_pdf_FontDirectory exch dup _safeput } { pop } ifelse }bd /MakeItalic { _pdf_FontDirectory exch 2 copy known {get} {exch pop} ifelse dup findfont dup /FontInfo 2 copy known { get /ItalicAngle 2 copy known {get 0 eq } { pop pop true} ifelse } { pop pop true} ifelse { exch pop dup /FontType get 0 eq Level2? not and { dup /FMapType get 6 eq } { false } ifelse { dup /WMode 2 copy known { get 1 eq { _italMtx_WMode1Type0 } { _italMtxType0 } ifelse } { pop pop _italMtxType0 } ifelse } { dup /WMode 2 copy known { get 1 eq { _italMtx_WMode1 } { _italMtx } ifelse } { pop pop _italMtx } ifelse } ifelse makefont dup /FontType get 42 eq Level2? not or { dup length dict begin CopyFont currentdict end } if 1 index exch definefont pop /_pdf_FontDirectory exch dup _safeput } { pop 2 copy ne { /_pdf_FontDirectory 3 1 roll _safeput } { pop pop } ifelse } ifelse }bd /MakeBoldItalic { /dummybold exch MakeBold /dummybold MakeItalic }bd Level2? { /pdf_CopyDict {1 index length add dict copy} def } { /pdf_CopyDict { 1 index length add dict 1 index wcheck { copy } { begin {def} forall currentdict end } ifelse } def } ifelse /pdf_AddEuroGlyphProc { currentdict /CharStrings known { CharStrings /Euro known not { dup /CharStrings CharStrings 1 pdf_CopyDict begin /Euro pdf_EuroProcSet 4 -1 roll get def currentdict end def /pdf_PSBuildGlyph /pdf_PSBuildGlyph load def /pdf_PathOps /pdf_PathOps load def /Symbol eq { /Encoding Encoding dup length array copy dup 160 /Euro put def } if } { pop } ifelse } { pop } ifelse } def /pdf_PathOps 4 dict dup begin /m {moveto} def /l {lineto} def /c {curveto} def /cp {closepath} def end def /pdf_PSBuildGlyph { gsave 8 -1 roll pop 7 1 roll currentdict /PaintType 2 copy known {get 2 eq}{pop pop false} ifelse dup 9 1 roll { currentdict /StrokeWidth 2 copy known { get 2 div 5 1 roll 4 -1 roll 4 index sub 4 1 roll 3 -1 roll 4 index sub 3 1 roll exch 4 index add exch 4 index add 5 -1 roll pop } { pop pop } ifelse } if setcachedevice pdf_PathOps begin exec end { currentdict /StrokeWidth 2 copy known { get } { pop pop 0 } ifelse setlinewidth stroke } { fill } ifelse grestore } def /pdf_EuroProcSet 13 dict def pdf_EuroProcSet begin /Courier-Bold { 600 0 6 -12 585 612 { 385 274 m 180 274 l 179 283 179 293 179 303 c 179 310 179 316 180 323 c 398 323 l 423 404 l 197 404 l 219 477 273 520 357 520 c 409 520 466 490 487 454 c 487 389 l 579 389 l 579 612 l 487 612 l 487 560 l 449 595 394 612 349 612 c 222 612 130 529 98 404 c 31 404 l 6 323 l 86 323 l 86 304 l 86 294 86 284 87 274 c 31 274 l 6 193 l 99 193 l 129 77 211 -12 359 -12 c 398 -12 509 8 585 77 c 529 145 l 497 123 436 80 356 80 c 285 80 227 122 198 193 c 360 193 l cp 600 0 m } pdf_PSBuildGlyph } def /Courier-BoldOblique /Courier-Bold load def /Courier { 600 0 17 -12 578 584 { 17 204 m 97 204 l 126 81 214 -12 361 -12 c 440 -12 517 17 578 62 c 554 109 l 501 70 434 43 366 43 c 266 43 184 101 154 204 c 380 204 l 400 259 l 144 259 l 144 270 143 281 143 292 c 143 299 143 307 144 314 c 418 314 l 438 369 l 153 369 l 177 464 249 529 345 529 c 415 529 484 503 522 463 c 522 391 l 576 391 l 576 584 l 522 584 l 522 531 l 473 566 420 584 348 584 c 216 584 122 490 95 369 c 37 369 l 17 314 l 87 314 l 87 297 l 87 284 88 272 89 259 c 37 259 l cp 600 0 m } pdf_PSBuildGlyph } def /Courier-Oblique /Courier load def /Helvetica { 556 0 24 -19 541 703 { 541 628 m 510 669 442 703 354 703 c 201 703 117 607 101 444 c 50 444 l 25 372 l 97 372 l 97 301 l 49 301 l 24 229 l 103 229 l 124 67 209 -19 350 -19 c 435 -19 501 25 509 32 c 509 131 l 492 105 417 60 343 60 c 267 60 204 127 197 229 c 406 229 l 430 301 l 191 301 l 191 372 l 455 372 l 479 444 l 194 444 l 201 531 245 624 348 624 c 433 624 484 583 509 534 c cp 556 0 m } pdf_PSBuildGlyph } def /Helvetica-Oblique /Helvetica load def /Helvetica-Bold { 556 0 12 -19 563 710 { 563 621 m 537 659 463 710 363 710 c 216 710 125 620 101 462 c 51 462 l 12 367 l 92 367 l 92 346 l 92 337 93 328 93 319 c 52 319 l 12 224 l 102 224 l 131 58 228 -19 363 -19 c 417 -19 471 -12 517 18 c 517 146 l 481 115 426 93 363 93 c 283 93 254 166 246 224 c 398 224 l 438 319 l 236 319 l 236 367 l 457 367 l 497 462 l 244 462 l 259 552 298 598 363 598 c 425 598 464 570 486 547 c 507 526 513 517 517 509 c cp 556 0 m } pdf_PSBuildGlyph } def /Helvetica-BoldOblique /Helvetica-Bold load def /Symbol { 750 0 20 -12 714 685 { 714 581 m 650 645 560 685 465 685 c 304 685 165 580 128 432 c 50 432 l 20 369 l 116 369 l 115 356 115 347 115 337 c 115 328 115 319 116 306 c 50 306 l 20 243 l 128 243 l 165 97 300 -12 465 -12 c 560 -12 635 25 685 65 c 685 155 l 633 91 551 51 465 51 c 340 51 238 131 199 243 c 555 243 l 585 306 l 184 306 l 183 317 182 326 182 336 c 182 346 183 356 184 369 c 614 369 l 644 432 l 199 432 l 233 540 340 622 465 622 c 555 622 636 580 685 520 c cp 750 0 m } pdf_PSBuildGlyph } def /Times-Bold { 500 0 16 -14 478 700 { 367 308 m 224 308 l 224 368 l 375 368 l 380 414 l 225 414 l 230 589 257 653 315 653 c 402 653 431 521 444 457 c 473 457 l 473 698 l 444 697 l 441 679 437 662 418 662 c 393 662 365 700 310 700 c 211 700 97 597 73 414 c 21 414 l 16 368 l 69 368 l 69 359 68 350 68 341 c 68 330 68 319 69 308 c 21 308 l 16 262 l 73 262 l 91 119 161 -14 301 -14 c 380 -14 443 50 478 116 c 448 136 l 415 84 382 40 323 40 c 262 40 231 77 225 262 c 362 262 l cp 500 0 m } pdf_PSBuildGlyph } def /Times-BoldItalic { 500 0 9 -20 542 686 { 542 686 m 518 686 l 513 673 507 660 495 660 c 475 660 457 683 384 683 c 285 683 170 584 122 430 c 58 430 l 34 369 l 105 369 l 101 354 92 328 90 312 c 34 312 l 9 251 l 86 251 l 85 238 84 223 84 207 c 84 112 117 -14 272 -14 c 326 -14 349 9 381 9 c 393 9 393 -10 394 -20 c 420 -20 l 461 148 l 429 148 l 416 109 362 15 292 15 c 227 15 197 55 197 128 c 197 162 204 203 216 251 c 378 251 l 402 312 l 227 312 l 229 325 236 356 241 369 c 425 369 l 450 430 l 255 430 l 257 435 264 458 274 488 c 298 561 337 654 394 654 c 437 654 484 621 484 530 c 484 516 l 516 516 l cp 500 0 m } pdf_PSBuildGlyph } def /Times-Italic { 500 0 23 -10 595 692 { 399 317 m 196 317 l 199 340 203 363 209 386 c 429 386 l 444 424 l 219 424 l 246 514 307 648 418 648 c 448 648 471 638 492 616 c 529 576 524 529 527 479 c 549 475 l 595 687 l 570 687 l 562 674 558 664 542 664 c 518 664 474 692 423 692 c 275 692 162 551 116 424 c 67 424 l 53 386 l 104 386 l 98 363 93 340 90 317 c 37 317 l 23 279 l 86 279 l 85 266 85 253 85 240 c 85 118 137 -10 277 -10 c 370 -10 436 58 488 128 c 466 149 l 424 101 375 48 307 48 c 212 48 190 160 190 234 c 190 249 191 264 192 279 c 384 279 l cp 500 0 m } pdf_PSBuildGlyph } def /Times-Roman { 500 0 10 -12 484 692 { 347 298 m 171 298 l 170 310 170 322 170 335 c 170 362 l 362 362 l 374 403 l 172 403 l 184 580 244 642 308 642 c 380 642 434 574 457 457 c 481 462 l 474 691 l 449 691 l 433 670 429 657 410 657 c 394 657 360 692 299 692 c 204 692 94 604 73 403 c 22 403 l 10 362 l 70 362 l 69 352 69 341 69 330 c 69 319 69 308 70 298 c 22 298 l 10 257 l 73 257 l 97 57 216 -12 295 -12 c 364 -12 427 25 484 123 c 458 142 l 425 101 384 37 316 37 c 256 37 189 84 173 257 c 335 257 l cp 500 0 m } pdf_PSBuildGlyph } def end currentdict readonly pop end %%EndResource PDFText begin [39/quotesingle 96/grave 128/Adieresis/Aring/Ccedilla/Eacute/Ntilde/Odieresis /Udieresis/aacute/agrave/acircumflex/adieresis/atilde/aring/ccedilla/eacute 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0.4342 0.4397 0.4452 0.4508 0.4564 0.4621 0.4678 0.4735 0.4793 0.4851 0.4910 0.4969 0.5029 0.5089 0.5149 0.5210 0.5271 0.5333 0.5395 0.5457 0.5520 0.5583 0.5647 0.5711 0.5776 0.5841 0.5906 0.5972 0.6038 0.6105 0.6172 0.6240 0.6308 0.6376 0.6445 0.6514 0.6584 0.6654 0.6724 0.6795 0.6867 0.6939 0.7011 0.7084 0.7157 0.7231 0.7305 0.7379 0.7454 0.7529 0.7605 0.7682 0.7758 0.7835 0.7913 0.7991 0.8069 0.8148 0.8228 0.8308 0.8388 0.8469 0.8550 0.8632 0.8714 0.8796 0.8879 0.8963 0.9047 0.9131 0.9216 0.9301 0.9387 0.9473 0.9560 0.9647 0.9734 0.9822 0.9911 1.0000} dup 3 -1 roll 0.0000 1.0000 3 copy 3 -1 roll exch ge {pop pop pop pop pop 255 get} {pop 3 copy pop le{pop pop pop pop 0 get}{exch dup 4 -1 roll exch sub 3 1 roll sub div 255 mul dup floor dup 3 1 roll sub exch cvi dup 1 add 4 -1 roll exch get 4 -1 roll 3 -1 roll get dup 4 1 roll sub mul add} ifelse}ifelse}bind {{0.0000 0.0003 0.0006 0.0009 0.0012 0.0015 0.0018 0.0021 0.0024 0.0027 0.0030 0.0034 0.0037 0.0040 0.0044 0.0048 0.0052 0.0056 0.0060 0.0065 0.0070 0.0075 0.0080 0.0086 0.0091 0.0097 0.0103 0.0110 0.0116 0.0123 0.0130 0.0137 0.0144 0.0152 0.0160 0.0168 0.0176 0.0185 0.0194 0.0203 0.0212 0.0222 0.0232 0.0242 0.0252 0.0262 0.0273 0.0284 0.0296 0.0307 0.0319 0.0331 0.0343 0.0356 0.0369 0.0382 0.0395 0.0409 0.0423 0.0437 0.0452 0.0467 0.0482 0.0497 0.0513 0.0529 0.0545 0.0561 0.0578 0.0595 0.0612 0.0630 0.0648 0.0666 0.0685 0.0704 0.0723 0.0742 0.0762 0.0782 0.0802 0.0823 0.0844 0.0865 0.0886 0.0908 0.0931 0.0953 0.0976 0.0999 0.1022 0.1046 0.1070 0.1095 0.1119 0.1144 0.1170 0.1195 0.1221 0.1248 0.1274 0.1301 0.1329 0.1356 0.1384 0.1413 0.1441 0.1470 0.1500 0.1529 0.1559 0.1590 0.1620 0.1651 0.1683 0.1714 0.1746 0.1779 0.1812 0.1845 0.1878 0.1912 0.1946 0.1981 0.2016 0.2051 0.2086 0.2122 0.2159 0.2195 0.2232 0.2270 0.2307 0.2346 0.2384 0.2423 0.2462 0.2502 0.2542 0.2582 0.2622 0.2664 0.2705 0.2747 0.2789 0.2832 0.2874 0.2918 0.2961 0.3005 0.3050 0.3095 0.3140 0.3185 0.3231 0.3278 0.3325 0.3372 0.3419 0.3467 0.3515 0.3564 0.3613 0.3663 0.3712 0.3763 0.3813 0.3864 0.3916 0.3967 0.4020 0.4072 0.4125 0.4179 0.4233 0.4287 0.4342 0.4397 0.4452 0.4508 0.4564 0.4621 0.4678 0.4735 0.4793 0.4851 0.4910 0.4969 0.5029 0.5089 0.5149 0.5210 0.5271 0.5333 0.5395 0.5457 0.5520 0.5583 0.5647 0.5711 0.5776 0.5841 0.5906 0.5972 0.6038 0.6105 0.6172 0.6240 0.6308 0.6376 0.6445 0.6514 0.6584 0.6654 0.6724 0.6795 0.6867 0.6939 0.7011 0.7084 0.7157 0.7231 0.7305 0.7379 0.7454 0.7529 0.7605 0.7682 0.7758 0.7835 0.7913 0.7991 0.8069 0.8148 0.8228 0.8308 0.8388 0.8469 0.8550 0.8632 0.8714 0.8796 0.8879 0.8963 0.9047 0.9131 0.9216 0.9301 0.9387 0.9473 0.9560 0.9647 0.9734 0.9822 0.9911 1.0000} dup 3 -1 roll 0.0000 1.0000 3 copy 3 -1 roll exch ge {pop pop pop pop pop 255 get} {pop 3 copy pop le{pop pop pop pop 0 get}{exch dup 4 -1 roll exch sub 3 1 roll sub div 255 mul dup floor dup 3 1 roll sub exch cvi dup 1 add 4 -1 roll exch get 4 -1 roll 3 -1 roll get dup 4 1 roll sub mul add} ifelse}ifelse}bind] put dup /MatrixLMN [0.4361 0.2225 0.0139 0.3851 0.7169 0.0971 0.1431 0.0606 0.7141] put dup /WhitePoint [0.9642 1.0000 0.8249] put] /ColorSpace defineRes pop /N307 << /SA false /OP false /op false /OPM 1 /BG /_defaultblackgeneration load /UCR /_defaultundercolorremoval load /TR /_defaulttransfer load /SM 0.02 >> /ExtGState defineRes pop %%BeginResource: font FMOFJK+TimesNewRoman,Bold 11 dict begin /FontName /FMOFJK+TimesNewRoman,Bold def /FontMatrix [1 1000 div 0 0 1 1000 div 0 0 ] def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for def /PaintType 0 def /FontType 1 def /FontBBox { 0 0 0 0 } def /FontInfo 1 dict dup begin /OrigFontType /TrueType def end readonly def currentdict end systemdict begin dup /Private 7 dict dup begin /BlueValues [-15 0 600 650] def /MinFeature {16 16} def /password 5839 def /ND {def} def /NP {put} def /lenIV -1 def /RD {string currentfile exch readhexstring pop} def 2 index /CharStrings 256 dict dup begin /.notdef 4 RD 8b8b0d0e ND /.notdef 40 RD f71ff99e0df88816f90507fc8706fd0507f8870609fc77f8f515f86706fc e507fc6706f8e507090e ND /space 5 RD 8bf78e0d0e ND /comma 110 RD abf78e0df7232c15a7af99b48bba088bb081a977a10878a073966f8b0873 8b78837b7b087a7a83798b76088b75927a997c08997d9b839e8b089b8b96 8e9491088f8c8e8d8d8b088d8a8d8a8d88088e8a8c868b85088b7083707a 710879727075667b087607c29cb5a6a7af08090e ND /period 66 RD b7f78e0da3f712157b7b83788b74088b7593789b7b089a7b9e83a28b08a2 8b9e939b9b089b9a939e8ba2088ba2839e7b9b087c9b7793748b08758b78 837b7b08090e ND /A 141 RD 93f9660df84ff5159475907f8c88088d858c858b85088b8188848486087f 827a88718b087e067a07f7d4069c07778d7b918095087d9878ac74bf08fb 83f8b3058206fb81fca405755878697c7b087b7a78817387087a07f77006 9c076990758e8290087d9483998b9e088b98909e94a108a7cc05f77d06ae 370509fb8ff70b15f0f77605edfb7605fb5b06090e ND /B 248 RD a0f92f0df8b6f82f15a3a497a78bab0889aa83a779a60878a6729f6b9908 6d9854923f8b08fbd006897a05ab8b9f88968508968793838f820890808d 758b6708fc43078b67897487820885828484808508818476896c8b087a07 f7e506e88bd39fbcb208b3ac9fb48bbd088bba78b166a90874a15d9c4c9a 08c699b49fa2a40809fbc1f76b15bb8bae86a18108a0839c7c9778089678 91738b6e088b6e85737f780880777a7d758108748069865c8b08f7990709 f705fbce15a5819e7a987308987292708b6c08896f86737f750881767a7a 757f0876807385718b087a8b7e8f829408839586988b9d08a307f76807bd 8bb186a48108090e ND /C 175 RD b3f9660df8f4f93a15897a867f83830884848287818b08818b79916d9708 579f5a965d8b084b89507c536c08536c5e5f6a52086b537a4f8b4c088b4e 9a53a95608a855b663c26f08c16eca7dd28b08c08bba94b39c08b39db1a7 b0b2088dc405635e686c68790868786583618b08598961986ba4086ca573 af7cbc087dbc83c18bc6088bc895c29fbc089cb1a3aaada308b0a3b097b4 8b08bc8bb87bb26b08b06aa75d994f089e06f77a077806090e ND /D 190 RD 98f9660df7bc16b68baa8d9f8f08b893b197aa9a08aa9ca69fa3a508a4a3 9eac9ab20899b493b58bba088bce7cc86dc0086bc05fb350a5085ba24b95 3c8b08fbbc067a07a1069d8b9a88968508968392848f82088e848d758b69 08fc49078b698a768884088580848381850881857c88788b0875067a07f7 bc0609d4f8f715ac7da670a06308a75998478b36088b20773e6459086f65 6179548b087b8b7e8d829008858f868f8891088a92899b8ba608f89907c2 8db285a381088a06090e ND /E 192 RD 9ff92f0df7d5f90515bd8bad889d8508aa82a37b9c76089d779868945b08 9e06f75807fcbe067a07a106a08b9c86978208958590828e80088e838b79 8b6d08fc49078b6a8976878308888084838386087e857c87788b0875067a 07f8d006a9f7660579067a51705f666e086770597c4d8b086306788b7d8e 8390088390859288930887938aa18baf08f74e07ab8da3869c83089b829a 7b9873089673946c8f65089e06f7ef07780686587f6478710878706d7e61 8b087c068df7a205cf06090e ND /F 178 RD a1f8f70df7cef90515c08baf899f8608ae82a77c9e76089c74986b905e08 9d068df75205fcc4068d7a059f069f8b9988968508968392848f82088e84 8d758b6908fc49078b6a8976878308888084838386087e857c87788b0875 067a07f7ed069c077506798b7c8e80910881938392879408889289a18bad 08f75f079e06ae8baa81a77708a5779c62914c089e0689f7e0057c068568 846f7e76087e757b7d7882087a8372866e8b087806f7a507c806090e ND /G 236 RD b4f99e0df90cf93a158578847e83840882868387828b08858b78916b9708 6b9774927d8e0870916e8d6a8b08208b3369454608454668378b27088b55 9658a25e089d68a46cab6f08aa6fb075b47a08b579bf83ca8b08bc8bbb90 b99508b793b89ab59e08f71d078ba48c9a8e91089197929395900894929c 8ea48d089c07fbd6067a079c069b899889968508978492848f83088e848d 798b7108fb1d077a857a867a880879867b8a7b8b085e8b63966aa10869a3 73ad7cbb087dbb83c38bca088bbf92be99bd0898bda3b2aca708aba5b59a bd8b08be8bbb7bb76a08b669ac5ba14c089c06f77d077a06090e ND /H 251 RD a0f99e0df87bf7d315fb62078b6a8976878308878084838386087f857c87 788b0874068d7a05f7eb068d9c0574067a8b7c8e8091087f938492879408 889289a18bad08f849078bac8da08f93088f96929393900897919a8f9e8b 08a206899c05fbeb06897a05a2069c8b9a88968508978392848f82088e84 8d758b6908fb5007fb7f06f750078bac8da08f93088f9692939390089791 9a8f9e8b08a1069c07fbed067a07a1069d8b9a88968508968392848f8208 8e848d758b6908fc49078b6a8976878308888084838386087e857c87788b 0875067a07f7ed069c077506798b7c8e80910881938392879408889289a1 8bad08f76207f77f06090e ND /J 191 RD 96f8880df733f91a159e8b9a88968508958393848f82088d848e758b6908 fbf6078b458961877c08887c848082840882837f887d8b08798b7a907f94 08829087938b93088b928f94949808959790948c8e088c928d938b94088b 9e849a7d98087f987a91778b08768b7a847d7d087d7c84798b74088b689c 6aad6e08ae6eb87cc38b08b78bb395ab9e08ac9fa1a398a80898a791ba8b cb08f7d9078baa8da18f93088f96929393900896919b8f9e8b08a206899c 05fbf206897a05a806090e ND /K 235 RD a1f99e0df8e0f8c915bab2a9a29892089a909c90a28d088c9c05fb97068c 7a05a68a9d899287089a8491818b7e088c7a7974696f08fb8afb5a05f763 078bad8da08f93089096929393900896909c8fa18b088d9c05fbdf068d7a 059f069f8b9988968508968392848f82088e848d758b6908fc49078b6a89 76878308888084838386087e857c87788b0875067a07f7e2069c07728b79 8e80910881918392879408879489a18bae08f74907a49f05f72bfb5305aa 649a718b7d088a85888485860884877d877589088c7a05f7eb068d9c0575 8b7a907a9508739b6fa66ab408fb7cf7b805f756f73105090e ND /L 148 RD 9ef92f0df8e4f77c157c577b647a700879707777747f0874806e84688b08 53066d8b778c838e087f908492879408879589a08bad08f83b078bac8da0 8f93088f96929394900896919b8f9e8b08a8069c07fbf5067a07a1069d8b 9a88968508968392848f82088e848d758b6908fc49078b6a897687830888 8084838386087e857c87788b0875067a07f8df06a4f77c057606090e ND /M 219 RD 9ffa440df7a2f92b15fba2067a07a0069e8b9a88968508958393848f8308 8e828d768b6908fc37078b6d8b7a8a8708877d867e848208868481847e86 087e847d897c8b088606897a05f77906899c056f8d748f7d95087b968398 879b0888948b9f8bac08f86607f796fceb059706f792f8f0058cfc7f058a 688a778783088680848383860881857b87788b0873068e7a05f7ea068e9c 0572067d8b7a8e8091087f938492879408899288a18bad088cf849058aac 8da08f93088f96929393900897919a8f9e8b08a2068a9c05fb9f06fb4afc 4905fb4ff84905090e ND /N 135 RD 99f9660df92b047a079e8a9b889685089686977f997908997a05fc69078b 6884727d7c087c7c7284668b087a07f780069c077b06758977937a980878 9983a58bb108f83b07f853fcbd059c06f8bc078bab8ea190980891989295 959108948f9e91a78f089c07fb6f067a07b08aa5839b7808967c91718b63 08fbb107fbdaf82f05fb7f8a05090e ND /O 144 RD b2f99e0deef8d71548496a398b29088b34a53fbf4b08cb3be863f70b8b08 f70b89e7b6cce008bdcba3d58bdf088bec6add49cc0849ce35a92187082a 8f386c484a0809f7e9ad15a479a06c9b60089c6093498b34088b42834f7b 5d087b5e75696e7608747c6f82698b085a8b649e6fb10863c077df8bf705 088bea98d4a5be08aac8baaac88b08ab8ba982a47908090e ND /P 176 RD a4f8f70df829f7cc15ba96b0a0a6aa08a6a898b08bb6088bc076b462ad08 61ad479c2c8b08fbb5067a07a98ba088968508968793838f820890808d75 8b6708fc43078b67897487820885828484808508818476896c8b087a07f7 e5069c076d8b768e809108808f8393879408869689a18baf08f74c07d68b c08fab93088b0609fb20f7cd15b68bab80a17408a07496678b5a088b5880 6775730877746c7f638b08848b838b808c088df7b3059e06090e ND /R 205 RD 9ef9660df7b7f7c215f769fbc205f765069d07798c7b917e950883917c9d 76a808fb34f77405b597aa99a29f08adac9eb38bbc0889b380ae74a90873 a96da0669608669550913b8b08fbc8067a07a98ba088968508968793838f 820890818d758b6708fc45078b6789758782088581848480850881867688 6c8b087a07f7e7069c076d8b768e809108808f8393879408869589a18baf 08f74f07b7060993f7d815c08bb17fa37308a27397668b59088b67856f7e 75087d787a7b758308748269875e8b086f06f7b507bf06090e ND /S 257 RD bff8c00df827f93a158777867f86860887858489838b08818b7c90759508 759778917c8f087791768d768b084f8b5a786466086766775e8b5608896d 936e99710899729f73a57608a777b671c76d08b577a9799c7e089d7e977d 937c08947d8f7b8b7b088b73807375770876776d81678b085c8b5f9d62b0 0862b16fc07dd1087a06fb8e079c06919993959492089490948f938b0897 8b97889b8508a67ea3849e87089c859f8aa08b08cf8bc19fb6b308b7b2a0 bb8bc2088bb87eb170ad0870ac57af3db10853a7689e7c960876997c9a82 9a08839988978b9a088ba095a09e9d089f9ea593ac8b08b68bb37ab06908 b16aa25e9454089f0686f771057c06090e ND /T 121 RD aff92f0df92b04fb47079e0692bc9db1a7a508a09dab95b78b08bb06fc94 078b6a8976878308888084838386087d857d87788b0875067a07f7ed069c 077506798b7c8e8091088193849287940886928aa18bad08f89407bd06aa 8ba188978508a1819c7c9879089879966d9562089e0689f74705fce60609 0e ND /V 142 RD 93f9660df87af92b157a07a38b9d889985089588938590830890848e828b 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89f73405f726f78505adc9a6b09b990895959c92a18e088c9c05fb5e8a05 090e ND /Z 92 RD 9bf92f0dd2f92b1579fb56059d0693ab95a598a00898a19c9b9f98089f96 a094a28f08988ea48cb18b08ec06fc18fd0705f8f006a8f7840576068256 77616f6b086f6c6a75647f08738462874f8b08fb1206f819f90605fc9f06 090e ND /a 273 RD b8f8880df7a097159a7f9f85a58b08a18b9f909c96089d979b9c9ba3087e 960581808385828b08878b878c888e08878d898f8990088a928a978ba008 f745078bbc89ab869908849e7aa0729d08729e6994608b08668b69856a80 086980727b787608787482768b74088b78927e997f08987e9c85a08b089f 8b9a91979608979691998b9b088a9785997f9908829586938b92088c948f 9193910899949c90a08b08998b9688958408978491838f82088f838d758b 69085d07265c4a666d6f086d717c6b8b68088b7194769c7a089c79a183a5 8b08b78bbda4c3bc088e7294789a7f080937cb157d8b808f8394087f9787 988b9a08899c929d989d089ea5a8a4b2a2088dfb2c05747879827b8b088a 06090e ND /b 184 RD a0f8c00df92b047a079c8a9788928708918791848e82088c848d7b8b7008 fcd9079c06d6bc059e7a9e7f9e83089e82a188a48b08b58bb196aca008ad 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155 RD d6f7e10df70ff7b2158d9095a69ebc08b2f1a5d598b808939f8d9c8b9808 8b9888948592088493848e828b087d8b82878484087e7b8075846e08877a 814f7b240884568364856c08846c805e7b50089e069fcb98b4919d088c8c 0509fb00fb6c158182867f8b7d088b7d908095810894819786998b08988b 9790959508959490978b99088b98869781950882957f907d8b087d8b8086 818108090e ND /quotedbl 142 RD f724f8380df75ef81d15d0f72305929c96a497ad0890988d968b93088b96 88938591088491838e808b087e8b818881850881868384868308857f857b 8676088c8688748766087bfb2205a30609fb4916cff724059db397a69099 088f948d948b9308899489938492088492828e808b087d8b7e877f820882 81817d857708867d876f8762087cfb2405a08a05090e ND /ampersand 334 RD bbf99e0df872f7de159c8a968891860892858e858b83088b66725b594e08 68cb6fdd74ec08d2a2bea7a7ab08a7ab99ac8bae088ba781a2789d08779e 71946a8b08598b6178686508696379578b49088b828b818c80088c808c7f 8d7f082869496c6b6e08596073578b51088b599b63ab6c08ac6eb87bc68b 08b38baf91ac9708ad96ad9fafa608a170a277a27f08a180a685aa8b08aa 8ba491a19708a197a09e9fa60873067773717f6f8b085d8b61ac64cd08a2 a6a5b1abba08a3aea0a39d97089d96a293a88f088a9d05fb58068a790509 fb17f7251589998a978b96088bbb93ad9ba0089c9e9e96a38b089e8b9a85 967f08967f917b8b76088b6a7f6e7370087a7a69765976088a9a889b8999 08096efb97159f569f61a06a086b75727c79840877837788748b08608b69 9871a60871a67ead8bb4088bb099aea7ad08a6adb9a8caa208925b9a589e 5708090e ND /quotesingle 71 RD f717f76a0da1f81d15cef724059fb597a68f97088e958d938b92088b9688 938492088490828f7f8b087d8b7f878082087e81837d857708867c877087 62087cfb2405a18a05090e ND /parenleft 74 RD cff7e10dcb97158bdb9ae4a9ed08aaebb2dfbad008b1c2bcbdc7b808809c 05fb192b2b284f25085a38732d8b22088b5f925e985f089b52a74ab24108 9c930566de78d38bc8088c07090e ND /parenright 77 RD fb01f7e10df7caf869158b3b7c326d29086c2a65375c460863545b594f5e 08967c05f719ebebeec7f108bcdea3e98bf4088bb884b87eb7087ac36fcc 64d5087c8205ae379f438b4e088b06090e ND /comma 97 RD 81f78e0d95fb1115b69baca2a2a908a1a897a98ba8088b9a869981960880 9680907e8b087d8b80868181088281867f8b7d088b848c858d85088d888f 86938308928390868c88088d868c868b85088b7f857e7f7e087d7b777d73 8008947b05090e ND /hyphen 22 RD a5f7e10d9ff78e15774a05f791069fcc05fb9106090e ND /period 65 RD adf78e0d99d5158281867f8b7d088b7e907f95810893829786998b08998b 9690959508959490978b99088b98869781950883947f907d8b087c8b8086 818208090e ND /zero 174 RD c7f8880df73ff90b15575e604869330870407c408b41088b3f9954a76808 a969ae79b58b08a58ba2909f9508aa9baca7aab208b1bda9c5a0ce08a1cd 95cd8bcb088bd87dc16fae086dad699d618b08618b657c696d088a0609f7 3c85159a7a92708b67088b3575fb0560fb1f0870356b4f6568087e7f7a84 778b08758b7a937c9c087c9c84a48bad088bcf97dda4ec089dd59fc7a0ba 08a0ba9faa9e9a089f999e939e8b089f8b9c829a7a08090e ND /one 116 RD c8f8880df7e1f93815fb395d059279059c8f988d938b08988b9288918508 93838d838b80088b848a858a85088c87877e847308fb07fc1e0582657f70 807c08858180837d850884887989708a08847905f78f06909d056d8d778f 839108829387938b97088c9a8fa294ab08f732f8b8057306090e ND /two 130 RD 9bf8880df816f71815770684787f7c7a800878817685708b08fb3b06f5e9 e0decbd308b5bba8b59bb10895a490a58ba8088bb47dae6ea8086ea7689a 618b08668b687f6b74086d74726a7a61089c8305a9b7b1a1b98b08aa8ba7 80a076089f76966f8b69088b617e627264085638fb03fb08fb3cfb270879 07f7df06c2f71805090e ND /three 220 RD acf8880df767f7e415a77c9f779873089773926f8b6c088b648167786908 7969727a6e8b087e8b7f8d808f08818e7b9377960874977f91868d08838e 828c838b087f8b8187838308828387818b80088b7d9280998108a07eaa83 b48b08b98bb696b4a108b2a2acaaa2b408a4b496b48bb4088bae82ab7aa5 087aa7719e699908c2a1b1a4a1a708a2a596a98ba9088bad7fa973a20874 a16c97658b086a8b6f817178086f78766f7a66089d8605a7b6aba2af8b08 a48b9e839b7a089b7a93768b71088b697d6e6f7208646750743c7f088d7d 05aa89aa82a77c08090e ND /four 64 RD aaf8880df836f92b15fc22fc3f05774605f7840658fb4605d306bef74605 da069cc8053d06f711f84705660609fb34fc4715fb5706f7b0f7c90532fb c905090e ND /five 153 RD aff8880df709f83d15b586ad83a47f08a6809f769b6e089c7093678b6208 8b527c5a6c66086b686a78668b08828b838c848e08828f81927e9608759c 78947a8b087e8a8187838308828387818b7f088b7d927f9881089d7ba685 ac8b08b08bb295b19f08a698a59fa3a408a4a49faa9cb0089cae94b58bb8 0889cf75c05eb1086da5629b569308b0dc05f75b06a2dc05fb710622fb82 05090e ND /six 176 RD caf8880df7e5f91e1552755469565c08565c61546c4a086d497b4a8b4808 8b58995ea66408a665b377c08b08c48bc1a6bdc208bfc3a3cd8bd9088bbc 7cb46ea9086ea9689a628b08748b6f84687c08b1ccbac1bfb508bfb4c1a7 c398089e0759866182697e088c8c0509fb31fb9215968f968d968b08a68b a2819e76089d76956e8b65088b427b4d6b550869546970658b08758b7795 799f08789f83a68bae088bcea2debaee089c979993958e08090e ND /seven 52 RD f705f8880d8ff89a159f06a0a89d9e9b93089b92a98fb68b08f73106fbd9 fcd605b27905f807f925059c07fbdd063efb2505090e ND /eight 247 RD b1f8880df833f84f15a3a997ac8baf088bad7cac6da6086ea564995c8b08 5a8b627b6b6c086a6c7b668b60088b73907595740896749e6ea868084168 576a7068086f677e678b66088b609c65ac6b08ad6bb67bc08b08c68bbd9f b3b308b4b19fba8bc0088ba984a87ca9087da974ab6cad08bf9cb2a4a3a8 0809fb65bd15829e869f8ba1088ba894a39d9d089d9da394a88b08a88ba4 819e78089e7995708b6a088968826c787008786d7078687f0866b573ac7d a6088b0609e4fb9b159a6d926e8b70088b677e6c72710871716c7e668b08 678b6e9675a10875a080a88bae088bb797b4a4b108a5b2afa8bc9f08b25f a7669a6d08090e ND /nine 189 RD a8f8880df7129b15c5a1c2adbfba08c1bab4c2aacb08a8cd9bcc8bcd088b be7db96fb20870b1639f578b08538b556f585308585572488b3d088b5f98 64a56a08a568b17bbc8b08998b978c968e08978f9a919f95086f5a6c6368 67086869636d5f7308737b6d826984088d7b05bb90b694ad98088b0609f7 31f78e15808780897f8b086e8b7595799f08799f82a98bb2088bd49bcbab c108aac0aea6b18b08a48b9e819c78089e7793708b68088b4174395d2e08 7a7d7d84818808090e ND /colon 128 RD c7f7e10df70bf840158181867f8b7d088b7f907f95810894819787998b08 99899791959508939491978b99088b98869781950882947f907d8b087d8b 7f868282080922fbf5158281867f8b7d088b7f907f95810893829786998b 08998b9690959508949390978b98088b9a8696829508819480907d8b087e 8b7f86818208090e ND /A 159 RD 5af8f70df8b6f93a15fc1ffcaf05675a706b797c08777a7784738a088479 05f75a068e9d057a8c7c8f839308819188958b95088a938d938f94089094 94999aa008cee705f7520682370589658773878108867e84808285087c81 7b87768b087f06867905f79806929d05708b7a8d809008818f8292859408 879488948b98088b928c9c8ea508bdf8bc057a060922fc3c15fb3a06f753 f79a0572fb9a05090e ND /B 258 RD 74f8f70df74bf91915a48b9c8794840895848f818b7f088b7e8673816908 fb08fc26057e5f806e837f08878381837e850882877a88728a08837905f7 8906c18db68da69108af91ac98a69c08a49ca1a29ca9089da993aa8bac08 8baa81a676a40876a26ba05f9a08ce9abaa2a8aa08a8a89aae8bb1088ba5 83a27ba1087da1739d6c97086a966892638b08fb8106837905918b8f8b91 8b088b0609f73375159d8f9a8d978b08b78bac829f78089e7896718b6a08 8b5f7b666a6e08696e597c488b08828b7c8b768c08d4f791050937fbb615 9a8c988c968b08c28bb380a47408a575976b8b63088b577761636c08646c 5d7c578b08778b6f8d679008dff7b605090e ND /C 186 RD cef92f0df8fef93a157d7c81828588088786838a838b08848b7e8e799208 639a67936b8b08468b477747640848655555644708664577468b43088b5a 9660a16208a061ab6cb57408b574bb80c18b08c88bc098b7a608b4a6b4b5 afc40874066c616a6c677708687662815d8b084f8b5a9e65b10865b278be 8bcb088bca98c9a5c808acd6b7c4c3b408b6abbf9bc68b08a08ba0889d85 089c849b83978008957e957f917c08907a8f7a8d77088d55059d06bcf76b 05798c05090e ND /D 217 RD 6df9660df74df91915a48b9c8893840893848f828b7e088c788673826b08 fb07fc25057f618170827d08838282837e850882897a88718a08857905f7 ac06cf8bc392b89908b99ab4a1b2a908b3a7a7a79ea4089da29cac9ab408 9ab592b48bb6088cc07eb971b70870b769ab60a00860a04995318b08fb69 06867905950609f77b7b15d38bc178b06608b1669d528b3e088c477f4f73 560871556c62636d086d74677c5e800860825a85578b08778b7d8c828e08 878c858e888f088891898f8b90088b9190a096ac08f725f88f05a68ea28b 9d8b088b06090e ND /E 213 RD 75f8f70df841f90715c48baf889b85089f849c7f967c08937f8f7c8b7a08 8c82897e897c089d06b4f73405fc70068579059606a38b9c879484089485 8f818b7f088b798773826b08fb09fc2405815f7f70827e08878181847e85 0881877a89728a08857905f89206caf74d0579066d536964657508647459 804c8b084d06758b7c8d858f08849086928b92088c958e99919d08ccf77a 05ce06a98ba189958708938794859183088f818e818b7d088d7c877a8577 089f06cff7830579067d677a72777e08767c6b855f8b084c06d6f79a05e0 06090e ND /F 193 RD 73f8f70df874f90815b88ba8899888089e869a82977f08977e917a8b7608 8b7d897b8777089e06bbf73b05fc9706847905a58b9b8a93880894879187 8f85088f858d848b83088c778672826b08fb09fc240581637f6f827e0887 8080847e850883897a88728a08837905f799068e9d056b8d738f82910884 9186938b96088a9791a095ab08c8f76605e306b08ba386988008977f927c 8b77088b7f897a8677089e06d1f78505780678667670787f08777f6e8564 8b083306d8f79b05f71906090e ND /G 235 RD d0f9660df90cf93a15827d848285870885878489838b08848b7f8e7c9108 659b60935c8b084b8b4e7d516f086075646f676708676a6d5e7357087358 7f548b52088b609560a06008a061ab68b67108b66fc37fd18b08aa8ba78e a69108a992ae97b89e08baf73c0599b593a591940893989595969108968f 9d8fa48b08919e05fba7068678059806aa8ba18699820893848f828b7f08 8c7e87778473085bfb3e056d8375847c88087c897b897a8b084a8b59a16b b80869b97cc08bc9088be7a5e0bfd608cbe9dfbbf18b08bd8bb27fa77208 a973986f8b6b088c7e897a8873089d06bcf76505798a05090e ND /H 261 RD 71f9660df7d2f8a71597b396a6959908919697939a920896909b8da18b08 909d05fb9906867905a38b9c8a948808938791878f850891858c848b8308 8b798673826a08fb07fc25057e62816f837e08848182847e850882877a89 718a08857905f794068f9d056b8d768f839108829087948b96088b9990a0 94a908c8f76905f7c90651fb5f057e61816f837e08848382837e85088387 7a89728a08837905f79306909d056b8d768f829108839086948b96088c99 8fa095a908f70af82e0597b396a5969a08909798939b920895909c8da18b 08939d05fb9f06887905a18b9d8a938808958791878f85088e858e848b83 088a788773826b085cfb3805fbc906baf73805090e ND /I 136 RD 6cf7e10df76ea415828e848f879008899088918b92088a9690a095ad08f7 0af8230594b696a9939808929a96949a920896919a8da08b08909d05fb91 06867905a38b9c89948808948991868f850890858d848b83088a79867381 6a08fb05fc24057e618171807c08848181847d850880877a89708a088479 05f7a106909d056f8d788d828e08090e ND /J 185 RD 69f8500df7cff91915ab89a086958308948491818b7f0889808775806608 42fb90057437057e67816f80770882777e797d7c087b7d7d807b84087a83 7c887c8b087f8b838e859108858f88928b92088b8f909496970894958f95 8b95088b99869582940882937f907c8b087b8b7c847f7e087f7f857a8b77 088b7395759f7a089f7aa882b08b08b88bb496afa108b0a0a8a9a1b0089a a59cb39bbf08ddf7b8059cc598b09999089997a393ad8b088e9d05fb9106 847905090e ND /K 257 RD 70f92f0df8baf8a615c6b8aba3908e089a989c939b91089a929f90a28f08 909d05fb6a068779059789948791850892888e848b85088a848983858308 807e77786c7408fb7ffb4505bdf73e0597b395a792960891979693999208 94909b8da08b088e9d05fb8b068379059706a18b9c8893840895848f818b 7e0889788873826c08fb07fc25057e62816f837e08848182847e85088187 7a89728a08857905f79706929d05688d748f829108829186948b96088c96 90a196ab08cdf77905f71dfb67059972957b8e85088f808c828b81088b82 868082830882837b86758908867905f7b0068f9d056d8971927898087897 73a86eb808fb39f79105f75ff72e05090e ND /L 159 RD 6bf8c00df8bef7501579067f750573647b738281087b7a787e7682086f7e 65865c8b084b06768b7f8d858f08829387918b92088b95909e94a608f707 f82a059bb993a6919408939996949891089791a18ea98b088f9d05fba106 8579058f8b8f8b918b08a28a9d88948408948590818b7f088a7a8773816a 08fb09fc280581658070817c08838082847d850882887a89718a08847905 f87f06cbf75005090e ND /M 198 RD 6af9d50df76ff92b15867905a6889d8795860894859681967c08fb24fc82 05806980738180087b7e74836b8b087f06847905f773068f9d056a8d758f 829108839386938b97088c9890a295ae08f709f82e05cdfcaf059d06f81e f8af05fb06fc140581597e6b837d08827b82828186087f837888728b087d 06877905f7a606919d057e06718b778f7f9308829287938b96088a978f9c 92a108f710f8380594b395a794990895999495969008918ca08eae8e089d 07fb2e06fc1ffcb0054cf8b005fb3b06090e ND /N 173 RD 6ff92f0df72bf92b15867905a98aa2879983089a84987d987708fb1bfc6a 057f658172827e08828382847e860882867a8a718a08847905f766068f9d 056e8d778f839108859386938b97088b9e90a294aa08f709f83105f771fc c2059606f734f8b70593ae97a7959a08939796939a920897909b8da18b08 919d05fb6906857905908b8f8b8f8b08a18a9b8893840896858e818b7f08 8a798772826b08fb02fc1305fb5ef89605fb388c05090e ND /O 191 RD c7f9660df7b0f919155c755f6c626208616468586d4f086d4d7c4f8b4d08 8b6793679b66089d67a46cad7408ad76b67fbe8b08d38bd0a0ceb408cbb3 c2c7b4d908b5d99fd58bd2088bb581b178b00878b070a7699e086a9f6494 5f8b08558b5a805c750809f7845a15a36997648b5f088b4d7e4b7146086f 466b52645e086c686d726e7c086f7c6d846d8b085b8b669d73af0873ae7f b48bb9088bcd9acfa9d408a4c7a6bbaab008aaafaaa6aa9b08ab9bab93ac 8b08b98bb07aa36908090e ND /P 190 RD 73f8f70df742f91915ab899f8694840895848f818b80088b7c846d7e5e08 20fc0e057a547d6b7e7f087c7f7485698b08847905f79a068e9d056c8d75 8f829108829187938b95088b9791a597b208c3f75305b983b284aa8b08bd 8bb895b59f08b79eaaa5a1ab08a0a996ac8bad088bb67aaf69a8086aa858 9a478b08fb9c0687790509f7417015aa90a58ea18b08b48ba9819f78089e 7895718b6a088b6c836c7b6e087a6d75756e7c086f7e6b83688b08758b6e 90679408d6f79c05090e ND /R 212 RD 74f8f70df8e816909d05688d72937b99087c9a7baa7bbb084cf75605c494 b8a2acae08abae9cb28bb6088bb87baf6ba6086ba65799438b08fb6d0686 7905a08b9d869781089980907e8b7c088b7e8776837008fb06fc25057e64 8170817c08848182847e850881887c88738a08847905f793068e9d056d8d 778f849008809387948b97088b9d8f9e92a308c8f76605a486a488a38b08 f5fbd605f7338c0509fb92f90415998e978c958b08b48ba9819f7808a078 956f8b67088b5d7b646b6c086a6b607c548b08798b7a8c768e08d8f79f05 090e ND /S 256 RD 92f8880d9d7c1596a59a989e8b08938b9689988608af7ca6839c87089d88 9d899f8b08b18bb094ac9c08ac9ca4a39daa089ead93aa8bad088ba884a7 7da5087ca66caf5aba085aba6cad7da0087e9e84a28ba2088ba496a3a09f 08a09da796ad8b08b58bae7ea57208a573986a8b64088b7e8a7c8a77089c 06bef770057906827b838084860884878388828b08858b868b868c088a8d 808f78930870947993818d087a8e7a8d798b08558b5f7b686a0868697a64 8b5d088b6e926f9a7108947ba073ab6a08ce47b45b9a7008957a90768b75 088b69806d757108756f6b7f608b085d8b66996fa7086da77eaf8bb8088a 9a8d9f8da3087a0655fb8a059d06090e ND /T 136 RD d1f8c00da2f87b159d0694ad98a59a9e08989d9f99a39508a596aa90b38b 08b106fb1cfc6b057e5b806d837d08847b82828285087d837887728b087c 06887905f7af06929d057306738b788f8192087e9287948b96088b9a93aa 9cc008f719f86805c106b88ba886968208998093798b73088a7689748571 089c06c2f74405fc93065efb4305090e ND /U 233 RD f5f9660da0f91915b189a28794840895848f828b7f088c7b8673826a0847 fb7605826a8471887d08887589778b78088b599f61b46508b566c078ce8b 08c68bbb97b2a208b3a1a8a89ead089daea1c5a3df08d5f7960596af94a3 93970892979594969008968f9d8ea48b08909d05fb6606857905aa899f86 958308958590818b80088a7c846a7c580853fb5f057d667f647c65087c67 7a6c79750879767579717f08737f6d856a8b08568b63976da4086da47ca9 8baf088a9c8d9d8f9e088e9792a998b708d5f78b0593ab95a29497089398 9693979008978fa08ea88c088f9d05fbaa06857905090e ND /V 141 RD f711f8f70db87c15f808f88f05b2c0a7ad9d9c089c9e9d979d9308949198 8d9b8c08909d05fb5a068579059f8c998693840892858f838b82088b8388 82868108857d79706f6508fb98fbf505b2f820058fab8ea18e9208929893 95969108958f9f8fa78b08909d05fb99068679059d06a28b9d8696810894 82917e8b7c088c838977886f0856fcbc059d06090e ND /W 214 RD f70ef9d50da97c15f7def8950556fc95059c06f7e2f89505aabea1aa9597 089f9e9a9998920898939a8f9c8c08929d05fb5b068a79059b899a879384 08928390838b82088982897f857d08867c7c73746808fb65fbd40597f70d 96eb92d10893d28fb08c91088d9e909990930891939191938f08968ea08e aa8b088f9d05fb9d06867905af8ba2849681089581917d8b79088b868b86 8b8408fb90fc1805b2f7fa058eb994aa9797089898a191ac8b08919d05fb 8d06867905a7889e879681089682907c8b78088b808a7a89760851fcbc05 9d06090e ND /Y 197 RD e5f8c00df761f8a91582ab86a28b98088b958d939092088f919190928d08 908d9c8daa8d08909d05fb8706867905a5899e8596810894819772986308 d2fb790551fb55057f628071807c08838280837c8508848778896f8a0885 7905f7a906919d05708b798d7f8f08818f858f879008879089938b95088b 9b91a797b408bcf73805f738f77305a9b4a1a69a99089694979397900891 8f998d9f8e08919d05fb6706897905a989a08892860893868e858b84088b 7e7b6e6a5d08fb13fb450555f74905090e ND /a 230 RD a2f8880df81ff83b157b590584a2809a7d95087c947990768b08678b657e 6370085668615e6953086a537a558b58088b6994709e78089f78a181a58b 08a68ba793a79b08b3a1b6b2bac3087f6605857087778b7b088b7d8e8191 840893859487978b089a8b9f939f9b089e9a9fa49eac087a97057d6b7f79 82820885878888888b08888c898c898e08888e8a908b90088c8b8b908c8f 0897b705e8f7df0540800509536d15967f91778b70088d436f455247085b 566072638b087b8b7d917e98087e98859c8ba1088bb599bca7c008a8c1ab b3afa608a49fa394a28b089f8b9b85977f08090e ND /b 174 RD a5f8880df5f930157907998d958c928b089a8c968892850891868d858b83 088b848574806408fb28fc9505bd66bc79bb8b08b68bb699b7a808b7a9af b3a8bf08aabe99c08bbf088ab381ab75a30874a46f96698b08738b748575 7f08727f72756d6b08edf7e505fb3d700509b4fc311598b69fada7a408a6 a6a897a88b089d8b9c83997a089a7992748b6d088a598158755908755a72 676d76086d776f806f8b08738b70946c9d08c8f76c05090e ND /c 196 RD a6f8500df7edf70c156d6a6f74727e0872807284728b08698b7195789e08 799e81a58bac088bbe98bca6bd08a2b6a6aaaba108a9a2ac96ab8b089d8b 988895850891858f868b840889888b878988088b88868683840883828686 89860888848a868b85088b828e8392850892829389958b08988b96919496 089899919d8b9f088b9f829e799a087b997093678b085d8b5d7c5c6d085c 6d65646f5b08715a7c5a8b59088b619867a57108a571af7eb98b08b28baf 95ae9e08ad9dada9adb4087d9805090e ND /d 261 RD 9ef8880df818f9351579079d8d978c938b08948c95889285088f878e858b 84088b838980877e088880877c8679085bfb3505809b7c977d92087e937a 8e788b08678b637d606f08526a5f5e6954086c5379588b5b088b64956e9f 7508a075a280a68b08a88ba695a89e08b7a7babebfd408784e05816a8673 8b79088c7c8e8092830891859386948b089c8b9d949f9d089f9b9ea49eab 087a95057a6d7e7784840887888889888b08898a898d898e08898c8a8e8b 8e088c968f9f94ab08f740f8e105fb3c70050925fc991554425c66638b08 7b8b7b917e98088099849d8ba3088bcaa4ccbccf08bccdbbaeb88b089f8b 9c85987e08997e917a8b76088c55704a544208090e ND /e 182 RD aaf8500df783f76b15c39fb5a5a8ab08a1a596a48ba6088b9f839b7a9908 7b997192698b085a8b5d7d5e6f085d6f66646d58086d577c5a8b5b088b67 976aa36d08a36daf7cbb8b08d18bd5b1d8d708809905616c6a7575810874 827586738b086c8b7295769f0877a080a38ba8088b958c998d9b08ce92bf 95b098088c070947f72a15b1aeaf9dad8b089b8b9887948308938190818b 7d088b74817377720875746d756279086c7c63825a85089cd2a8beb1af08 090e ND /f 284 RD fb42f7aa0df82ff84315a3d49bb9939f089bb19da79f9d089a989c929e8b 08928b91898f88088e898c878b86088b8a8985878308878489848b86088b 838e8491850892859388958b08978b948f92930894938e958b97088b9884 9a7d98087b967992738b08748b7384717d08727b7276746e087b76796d78 64087d6d7f78818008828180847f87087e86778a6d8b08826b05ed062afb e005783e7d5e867d08816c7f717f7a0880797d7e7c82087b837d867d8b08 858b878c888d08888d8a8d8b8e088b8e8e8e90900891908f928b92088b93 88918591088590848e828b087f8b8187838308828487818b81088b7f9080 958308997e9b869f8b08aa8ba996a9a008b2a6b0bdadd308a4c0a4d3a5e8 08c6f76c05d30694ab054306090e ND /g 356 RD 70f8880df836f830157c957c937b90087c8f768e728b08498b5479626708 636576628b5d088b6f95719f7408a074a67cae84086279707b7e7c087e7e 857d8b7e088b7b937f9a7f086175737c8285087d80807f827c08807c877c 8b7d088b7b927a997b089a79a27fac8108ae82af86b38b08b98bb591b198 08b197a89d9fa1089ea095a48ba6088ba1839f7b9c08799c69995697082d a10572927d90859008859188918b92088b8f8e919190089d9ba497ad9608 cc8dbe9fb0ad08afab9eb28bb6088b9b889b859d08dc0699bd05fb160609 5dfb1815847182767f7a08807b7c7e7a82087c807987798b08748b78937b 9b087b9b83a08ba4088bb297b2a4b008a5afaa9eb18b08a48b9f849a7c08 997b93778b71088b8088788472080940fbd115af84a382978008967e9280 8b7e088b727a766a7b086a7d63825c8b08558b62956f9f08769a829c8ba1 088b9d929e999e08979da09ba69708dd76be7f9e87088b06090e ND /h 230 RD 9ff8880df4f930157807958c05978e948c918b08968a938892850892848e 848b83087b4f05fb36fcc505d406a9ef0595a597a49aa208bad2a8b49495 08aab0a7a4a399089993968e958b08938b90898f870891878d868b84088a 7e887783730849fb5705806384718b7d088a7e8f8292830893849487968b 08968b978f98930899919b999e9f089ca09a9d969c087c94057b737b777b 7d0885868789878b08898c888c898e08878d8b8f8b8f088a8e909893a408 cef75f0595a990a58ba0088b9f859a80970881977d917a8b086a8b697c68 6e08686e59504c3208f71ef86f05fb3d6f05090e ND /i 188 RD b6f7aa0df726f904158281867f8b7d088c80907e95810892829886988b08 998b9690959508949490978b98088c998697829408809480907d8b087e8b 7f8681820809fb05fb63157807a28f9a8d928b08938a928990860890888d 858b84088d80857681670845fb7105846f86778b7f088b7e8f8293830893 839587988b089f8b9f93a09b08a7a3a4a6a0ad087a96057a6f7a777a7d08 86858589878b08878b888d888e08888d8a8f8b90088a918f9892a208f2f7 ee05fb3e7105090e ND /j 226 RD fb40f7aa0df802f902158281867f8b7d088b7e907f95810894829786998b 08988b9790959508949490978b99088b98869781950882947f907d8b087e 8b7f8681820809fb11fb66157907938c918c8f8c08918c908c8f8b08958a 948992850893838e858b83088b888676806708fb01fc0b057e587a6a787a 08787b7582718b08858b898b898c088a8c898c8a8c088a8d058b8e8d8e90 8f08938f8f938b93088b93888f8590088493828d828b08818b8187838308 858486828b81088b7e908096820895809b879f8b08b98bb59cb2ae08b2ad aac4a1d908f713f84905fb3c6d05090e ND /k 207 RD 95f8500df5f92e158c79059b8e978d928b08968b938991860893848d858b 83088a878a83898308805c05fb37fcc205d906bbf74105d0c505a8fb18a1 3f98780892829685998b089a8b9d929e99089d99a7a8aeb7087a97057872 79767a7f0883868588858b08858b849185980885987fb479d00882b682ab 84a208b4b1059794a09caca4089a989d959d92089c90a090a38c08929d05 fb6c068879059a069c8b948a9189088f8a90888d88088c8a8c878b88088c 878884858308787364654e5708545c05f71df87305fb3d6f05090e ND /l 127 RD b2f7aa0debf9301579079c8d968c938b08978c968891860890868f858b83 088a858676806608fb1cfc60057f6686738b7f088b818f81938308938295 87978b089a8b9d919d9708a59da5a9a9b6087d9a05796e7c757c7d088387 8687858b08878c878c888e088a8f898f8b90088a91909d93a808f742f8dc 05fb3e7005090e ND /m 331 RD 9cf9660dabf82f158f79059e8f978d8f8b08968b938892850890868f848b 84088c888a878985087d620532fbd005d106acea9ec5939d089db2a3b3ab b508aab2a5a79f98089893968f968b08918b8f898f87088f868d858b8208 8a818776816b0832fbbb05d506a3d6a5cba7bc08b5d6b8c5bcb4089c999a 929a8b08908b90898f860890878d848b830889858b858a85088b8784777f 670859fb31057a5c846b8b7b088c818e8192830893849487968b08968b98 8f9993089a929b9a9fa108a0a2989c9398087b95057c747b787a7d088585 8588888b08898b888c898d08898f898e8b8f088c9191a198b408c9f75005 909f8f9f8b9e088ca3869c8196087f977f907b8b08708b6f806f75085a63 5546532808b1f70f0592a18fa18b9b088c9c859980960880957d917a8b08 798b78867981086d776c6e6b6308777272646e5708caf77005fb3c6c0509 0e ND /n 226 RD 9ef8880dabf830159079059d8e05958c918c8f8b08948b92889186089086 8e858b84088b82867681670831fbc705d606a1dc0597ab98aa9ca708aabe a9b7a7ad08a8aba6a4a59a0899919790958b08918b91899087088f878e86 8b85088a7c87798373084bfb58057d6385718b7b088c808e819284089183 9588968b08998b9b919d9708a59da6a9a8b6087c9405796e7a777c7e0885 868789888b08898c888c898e08888e8a8f8b8f088c908f9993a308ccf760 0597ab90a58b9e088a9e869a8097087f977d917a8b086b8b6a7d686e0869 6f594f4a3108caf77105fb3d6d05090e ND /o 142 RD a8f8880df81bf824156fa76899608b08608b5e7d5d6f085e6f6665705b08 6e5b7e5b8b5b088b5e9966a76f08a86eaf7db88b08b58bb999b9a708b9a7 afb1a5bb08a5ba98bc8bbc088bb77db06fa8080928fbb015634660695d8b 08738b77937b9c087c9c83a38baa088bcf9fcfb3d008b4d0b7adbb8b08a3 8b9e839a7b08997a93748b6d088b447746624708090e ND /p 245 RD fb02f8880df737f8351578079b8d988c948b08988c918890860891868d84 8b82088b85877a847008fb10fc3f0581617f72808208818176866d8a0886 7905f77a068f9d05738b7a8c838e08818e868f879008879089918b92088b 938e9b92a408b1f7120599819a8598880896889a899b8b08da8bceb0c5d5 08c6d5a8d48bd3088aae81aa77a20876a172976e8b08708b6e836f7a086e 7b6c6e686108aaf70405fb3a720509ebfb70159bc1a4baaeb308afb6ae9e af8b089b8b9984977d08987e91778b71088a6a866b806a08826a7e6f7e73 087c717c767a78087b7b797c7982087a8079877a8b08688b6f9777a308b5 f72505090e ND /q 215 RD a1f8880df80bf83e157b550583a3809d7c96087d977890748b086b8b697e 6570085968645f6d55086b557d578b5a088b6d936e9c71089b70a47eac8b 08a18ba494a59d08b0a4b3b7b6ca0848fb86058168827383800884808083 7f8608838977886b8808877905f77c06929d05798b7f8d818f08838d868f 879008899288918b93088c918e9c92a408f733f8bc053f7b050942fb6b15 72566b60646a0872757480778b087a8b7e918098087f98869e8ba3088bc6 a1ccb7cf08b9cfb5adb38b089d8b9b84987e08977e927a8b76088b647e5e 725708090e ND /r 163 RD a0f8190daef821159c8e978c918b08958c938891860892868d878b850889 7c877281680833fbc405d6069ac9058e9292a299b00895a597a499a008a9 bea9b4a6ab089da09898939008908c908d918b088e8b8f8a8e88088b898e 878c85088b818f8490860891859189938b08998b9792939a08959f91a08b a1088b9588958591088492838e808b087a8b75807075085e645647522a08 cef78205fb3b7005927805090e ND /s 216 RD 82f8190df7f6f84e15827c7f837d8b08868b808e7a91087a92818e868c08 828e828b818b08658b6e8074750875767f708b6b088b7a8f7a937a089479 9d72a86908aa669d7194770891828d7e8b7e088b76847a7c7d087d7f7783 728b086b8b719578a0087aa080ae89bd0879066dfb33059d06939a96929a 8b08908b9489968708a881a785a38b08b58baf98a7a508a9a698a98bad08 8b9f85a27fa2087da270ae61b9087b9e8098869508889488968b96088b99 919997960897979b909f8b08a48ba0819c77089c77946b8d5f089d06a9f7 2a057806090e ND /t 124 RD 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7d937f9a8008998093818b83088b8189828781088680847b807a08858072 696051088280736f625e0886de87c088a40888be83b682b00884a583a381 a308fb1f6d058e7a05090e ND /w 186 RD 9cf92f0df814f84e15fb5dfbdd058a9689a689b50885f7047ede77c108fb 1e6a058979059c8d968c948b089c8b978793840897809375906a08973b92 fb018dfb1f08a006f75ef7e505abfbe5059d069d9da6abb0b808afb9afbc aec008a6b79faf95a7088f9a8e9b8b9c088b9a8699829508829580907e8b 087f8b8288848408828388838b81088b848d858f85088d84928594850893 8890868c880890848c858b84088a7c827277690869515e4d52490869f802 05798a05090e ND /x 278 RD 68f8500ddaf837157907958c948b928b08a18b9d879782089782957c9276 088d8696619f3c0881797b6e716208706377707c7f0884858689878b0887 8b848f8393087f948091818b08818b8287848408838488828b80088b7f8f 8193840895829786988b089e8b9e939f9b08a9a5b4c3bee308a02c995392 7e0896779a819d8b08978b9b929d9908aaa5a6aaa0b10878940580737b78 797c0880838488848b08868a878e8790088790869a85a50861f73c05a8bc a3ab9f9c089795948f938b08908b96889a860893899389928b08958b978f 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115 /s put dup 116 /t put dup 117 /u put dup 118 /v put dup 119 /w put dup 120 /x put dup 121 /y put dup 122 /z put dup 133 /endash put dup 141 /quotedblleft put dup 142 /quotedblright put dup 144 /quoteright put dup 252 /udieresis put pop %%EndResource [/N299/FMNJMI+TimesNewRoman,Italic 1 TZ %%BeginResource: font FMNJII+TimesNewRoman 11 dict begin /FontName /FMNJII+TimesNewRoman def /FontMatrix [1 1000 div 0 0 1 1000 div 0 0 ] def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for def /PaintType 0 def /FontType 1 def /FontBBox { 0 0 0 0 } def /FontInfo 1 dict dup begin /OrigFontType /TrueType def end readonly def currentdict end systemdict begin dup /Private 7 dict dup begin /BlueValues [-15 0 600 650] def /MinFeature {16 16} def /password 5839 def /ND {def} def /NP {put} def /lenIV -1 def /RD {string currentfile exch readhexstring pop} def 2 index /CharStrings 256 dict dup begin /.notdef 4 RD 8b8b0d0e ND /.notdef 40 RD 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25 RD 8cf7aa0df784f94b15fb84fd5805b206f784f958056406090e ND /zero 164 RD aff8880dc0f015b540c066ca8b08ab8bac97ada308aea4a7b2a1c108a1bf 96cd8bd8088bf70172e259cb0861c05ea4588b086d8b6c806e760865716d 6274550875547f4b8b40088b309d41ae4c088b0609c3f8161593c59bb5a2 a6089d9f9e95a18b089e8b9b869880089e7b9a719766089a57934d8b4008 8b24843d7c530880667d71787b087a7b7883798b08678b6fa379bb0874c6 80d58be6088bc38fc494c508090e ND /one 103 RD f709f8880d91f8db15a1959c90978b08938b928891860892888f838d8108 8e7b8d6d8b5b08fbfa078b63897387830889838484828608818877876c8a 087907f78e069d076d8e778d819008818f8493889408899389a38bb008f8 c3077b06fb363d05927c05090e ND /two 140 RD a0f8880df836f71515837c81808083087f837f867d88087c88738a688b08 fb3f069e9cbdc0dce308c2c8b2c2a3c0089aab93ad8bad088bba79b467ae 0867ac5e9d558b08598b617b696b08696b765d834f089d0698af9ea7a59e 08a49da995ac8b08ad8bab7da57008a47198688b61088b54744e5c49085c 493a35fb0722087907f81b06b9f715057806090e ND /three 221 RD 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b3f8880db47d15c98bc49cbfae08ccb5bdc0afcb08afc99dd08bd5088bdd 73cf5cc30864b95da1558b08498b5870635408695d7b588b51088b509c5b ac6708ab67b379b98b08b68bb89bbeac087e527357695b086a5b686a6778 0864776581618a087907a78c0509f770f7cb15778479877c8b086c8b7199 76a7086fb27cc18bd0088bbc96b3a1a508a0a5a598a88b08a38ba2819f78 089e779b6f966608946891688b6b088b7288698561087b7e798177840809 0e ND /colon 127 RD e1f7aa0d9cf851158081867e8b7c088b7c907e968008958298859a8b089a 8b9890969608949591988b9a088b9a869880960881947e917c8b087c8b7e 86818008098afc02158080867e8b7c088b7e907e968108957e98879a8b08 998b9890969508969790978b9a088b9986988196087f967f907c8b087c8b 7f86808008090e ND /semicolon 171 RD d0f7aa0da9f851158081867e8b7c088b7d907e968008958098869a8b089a 8b9890969608949591988b9a088b9a869780950881987e8f7c8b087c8b7e 8681800809dcfcb315a2a897aa8bad088ba983a47a9e087a9e7894758b08 7a8b7c857f80087e80867d8b7b08897b917e948208958098879b8b08918b 928c918e089592948e8f8b088d8b8e8a8d88088d868d868b85088b718272 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ec8be4a7d8c208d9c2c0d4a8e5086e0666315549465d08455d3e74358b08 468b4a9b4faa0850ab5cb96ac80869c87bcf8bd6088bdc9ed9b1d608b0d4 bfc5ccb308c9b3d29fd68b08c88bc07ebc7208bd72b067a65c08a75b9858 8b53088b527f5373560874546e656a730869756f7f738b08808983908492 08839288948b95088b978d9a909f088f9f98b9a0d408c6f757053d7f0509 577015977e917a8b76088b6a8261795708806d7b6d746d08746d7575767d 08777c7784788b087b8b7f917f98088099859b8ba0088ba795b19eba08a5 cbabbeb0b108a3a5a498a38b089e8b9985967e08090e ND /A 138 RD 93f9660df87df71315986c92748b7d088b7f868282840882847986718a08 8a7905f79a069d07708d76927c98087b997ba878b708fb7af8bc057a06fb 7dfcb605775a796c7a7b08828379856f86088d7905f763068d9d05698d77 90819308839285948b95088c99909e96a508b7f305f79606b12c0509fbac f71615f707f7a005f703fba005fb7606090e ND /B 254 RD 9cf92f0df8aaf821159fa595a98bac088bb27ead71a90872a965a05a9708 6d915f90568b08fbb2067907a406a38b9e84987d08947f90728b6208fc41 078b6687738480087f787783708b0872067907f7cc06d68bc292af9908b0 98a7a1a0a9089fab96aa8bac088bb67bb06ba90876a0689b5d9508b297a9 9f9fa50809fbedf77215a592a88fac8b08c78bb97dab7008aa709b6a8b64 088b7385747e76087f74797c738108728168865c8b08778b7b8c7c8c087a 8c7e8d7f8d08f7910709fbbf04948c978c998c08998c9d8b9f8b08b88bb3 84ab7d08aa7ea2789973089a7492728b71088b647b6a6c70086d725d7d50 8b08678b658f659408f7a407090e ND /C 170 RD aff92f0df8b8f93a15877b857f83820884858388828b08878b808f7d9208 5ea25b975b8b084f8b527c576d08586b62616d54086e537c4f8b49088b37 a144b84e08c83ce061f7018b08c78bc099b7a608b7a6b2b6acc6087c9505 635467676a79086c786482608b085b8b5f9765a20863a36fad78b70877b6 82c08bc7088bd295c89fbc08a0bda6aeaea108b0a2b296b78b08be8bb87c b06d08b26ea75a9f48089a067cf775057906090e ND /D 142 RD 9cf9660df7bc16f7148bebaecad008c3c8a7d88be7088bd27bc76cbf086b bf62b157a20858a03f97288b08fba006897905a606a28b9f84987d089380 90728b6208fc41078b648774848008807977826f8b0872067907f7bc0609 20f8f815b094ac90a88b08db8bca71bd5608bc56a4438b30088b2f724459 56085a554c71408b086f8b69906294088af8c705090e ND /E 199 RD a0f8f70df806f90715ab8ba2899886089c839781937e08947f9272926808 9e0684f72605fc93067907a306a58b9f85977e0894808f728b6108fc4307 8b6b8976878108887e84848186087b847d877b8b087506897905f89506c2 f73a0579067462776d7777087b7b7b817a86087b857089668b08fb07067c 8b7d8d858f08848e879088910888938a9c8ba808f76f07f72606a78ba088 9884089785958291800890808f77906b089d06f77b077906896582717a7c 087e807285658b08fb2606f79a07f74a06090e ND /F 175 RD 9bf8c00df7e3f90715ad8ba4889b84089d859880967c08977d9474936c08 9e0682f72605fc7e06897905a506988b9c87998308948692848e8308917f 8c768b6a08fc41078b6187738381087f7b7783708b0873067907f7b0069d 0773067c8b7c8f7d93088090859288930885978aa08bad08f76507f70c06 a18b9c8896850897859382917f08937e8d788b71089f0689f775057b0685 6883727e7f087e7f76856f8b08fb0a0689f79805f72706090e ND /G 217 RD aef9660df8c4f93a158a7a888087850886868688858b08858b7f8e799208 66997093778f08778f758d738b08498b527d5b6f0850685e5b6a4b086f55 7d538b51088b3ba444bd4d08cd39ec62f7148b08b78bb490af9408b095b0 9ab09f08f75f078baf8ea3929708949b9d94a48b0897069d07fb94067907 a68b9e88968608948594839081088f828e758b6a08fb5407767c75837485 0874857388738b08628b629763a30865a46bb173bf0870bf80c58bca088b d89dceb0c308b7d0cbabdf8b08c88bbe78b26508a771a1649c57089d067a f765057906090e ND /H 235 RD 9cf9660df751f8b6158bab8da08f96088f96929395900899929a8f9b8b08 a1068d9d05fbb2068d7905a1069c8b9a87998308948692848e8308917f8c 758b6908fc41078b6587718381087f7b7783708b0873067907f7b0069d07 73067c8b7c8f7d930880908492889308879789a08bad08f75e07f7c706fb 5e078b6387728381087e7b7883708b0873067907f7b0069d0774067a8b7c 8f7d93088290849288930885978aa08bad08f841078bab8da08f96088e96 92939590089b92998f9b8b08a2069d07fbb0067907a3069a8b9a87998308 968692848e83088f7f8d758b6908fb5307fbc706f75407090e ND /I 108 RD a4f7e10df7989d157c8b7c8f7d930880908492889308879789a08bad08f8 41078bb38fa4939508989b9e93a68b08a3069d07fbb0067907a3069a8b9b 87998308948692848e8308917f8c768b6a08fc41078b6187738381087f7b 7783708b0873067907f7b0069d077306090e ND /J 146 RD a0f8190df1f919159a8b9a87998308968692848e83088f7f8d768b6a08fc 59078b6e877983800885818286828b0880898195849d087ea7819e839208 8191828f818b087e8b7e868081088383877f8b7b088b77947a9d7c089b7b a484a98b08b18bab97a6a208a5a19ea796aa0895a991b48bbd08f7d8078b b38fa4939508979b9f93a68b08a3069d07fbb0067907a306090e ND /K 259 RD 9cf9660df813f86815c6c7acac929208a5a29f9c9c95089c969992978f08 978d988e998b089d07fb88068c790599069c8b968892850892868e848b84 088c808680827e08776e504f2a32086769747585850889f75f058dae8c9f 8f95088f9692929590089a949a8e9b8b08a0068d9d05fbb2068d7905a106 9c8b9a87998308948692848e830891808c758b6a08fc41078b6187738381 087f7b7783708b0873067907f7b0069d0774067c8b7c8f7d93087f908592 889308869789a08bad08f76a07f778fb76059d7995808e85088e848d848b 83088a85878383850883847d88788b088c7905f7ce068d9d056d8d70936f 9a086d996aa763b308fb8af78705f1ef05090e ND /L 132 RD 9ff8f70df88be8157a78787e76840878826688588b085c065f8b728d838e 08838e85908792088595899e8ba608f836078bb28ea49095089095959499 92089990a48fae8b089d07fbc0067907a406a48b9e84987d08938090728b 6208fc41078b6388748481087f7977826f8b0872067907f89506c4f74805 7b8e057a627a6d7a7808090e ND /M 168 RD 9cfa0d0df82c16f793f8c205fc4f078b668773848108807977836e8b0873 067907f7b0069d077406708b78927f9908819487a58bb408f845078bb08f a3929508979d9f93a88b08a2069d07fb5006fb81fc9a05fb83f89a05fb52 067907a68b9f8897850899849384908208907b8f778b6e08fc45078b6687 738481087f7977836f8b0873067907f77d069d077306718b77927f990883 9486a58bb408f84f07f794fcc2059b06090e ND /N 146 RD 7ef9660df919049e8b998a948808a084998595840894839a7d9e75088cfc 61058a6488748481087e7977836e8b0875068a7905f77e068a9d05740670 8b78927e9908849486a58bb4088af82c05f849fcaa059c068cf8c3058ab0 8fa3929508979d9f93a78b08a4068a9d05fb7c068a7905a306a58b9f8497 7d08938290718b62088cfc1305fc2cf88605fb44068a7905090e ND /O 133 RD aef9660df6f8e315444967358b22088b24aa37c94a08c94bd86ae68b08e4 8bd8accacd08cccfaade8bf0088bec6cdd4ccc084bcc41ac358b08358b40 6e4d51088b0609f7fe7c15b854a1368bfb05088b22773f635a08615a5873 4d8b08528b5ca168b7085bc675de8bf700088bf5a1dbb8c208aeb7bba1c6 8b08ca8bbc75af5f088a07090e ND /P 190 RD 9cf8c00df78cf7c0159d899c8a9b8b08cd8bbd9cafad08aead9db78bc108 8bb27fae74a80873a86ea069970869975c91508b08fb87067907a406a48b 9e84987d08938090728b6108fc41078b6588738481087f7977826f8b0872 067907f7b0069d077206718b79927f9908819687a48bb508f75607a0869f 889e8808094ff7ce15a591a08e9c8b08a68ba485a07f08a07e9c79977208 967491708b6e088b617f6973710871716f7e698b08818b808c7e8d087d8c 7c8e7a8e08f7a707090e ND /Q 181 RD aef9660df8d9f70a15b8c8a2d28bdc088bef6bde4ccd084ccc40ac348b08 308b3d6a4b4a084b496b398b28088b4c9654a15d08a15eaa64b36b08a676 b177ba7808aa6ab46cb96e08b86ebc74be7b08be7bbb82b889089b075a8f 5f9a64a60864a667b56ac408d3a1c6b5b8c80809fb2ef88015aa78a46c9e 6108a15698488b3c088b23753e5f5608665e5a754e8b084f8b5ca167b808 5dc574de8bf6088bf701a2ddb9c008aeb4bba1c68b08b28bad81aa770809 0e ND /R 220 RD 9cf92f0df9279d15678f6e94759908739a71a86cb708fb1df75205c296b4 a1a6a908a6a998ae8bb4088bb27fac74a70874a46f9f6a95086896589045 8b08fb87068d7905a206a68b9d84987d08938090728b6108fc41078b6588 738481087f7977826f8b0872067907f7b0069d077106738b78927f990881 9687a48bb508f75507908b908b908b088f89908c8f8b08958b988b9b8c08 f776fbca05f745069d0709fc6af8eb15ab91a48e9e8b08b58bad7ea57108 a47198698b62088b617b686b70086c6f5b7e4d8b08888a878c878b08868b 868b858b08f7a807090e ND /S 263 RD caf8c00df80ef93a15887c878186860884858589838b08828b7f8f799308 639d6693688b08518b5d7a666908686878638b5b088b6f91729774089975 9d76a37808a278b472c46b08c36cae769881089e7d997c947a089379907b 8b7b088b6d7f7273750874766a80628b086a8b6a936e9b086b9a769f7da3 087da17faf83bb087906fb77079d068d9a8f959090088f91928d938b0893 8b9f86ab8108ab80a0869589089c879d8a9e8b08c98bbd9db2af08b1b09f b68bbd088ba685a47fa3087ea37aa0749d08759c60a54dac0840b45aab77 a3087d9e849c8b9f088ba696a2a1a008a2a0a795ad8b08a88ba983a77c08 a67ca1769a71089b719568915f089d06f779077906090e ND /T 117 RD a9f8f70d92f92b1584fb30059e068ca993a3979d08979c99979c91089990 a08daa8b08db06fc8e078b6687738481087f7977836f8b0873067907f7ae 069d077406728b78927f9908819487a58bb408f88e07e806a78ba1879c82 089b81997e957808917f90788f70089c0686f73005fcb38a05090e ND /U 194 RD 90f9660df886f91915a48b9e84987d08938090728b6208fba0078b42855a 7e6e087f6d737369780869796481608b08698b6f9174970872977a9a7f9e 087e9e83a586ac0886ac89a98ba508f7b5078bae8fa4939708979d9e93a6 8b08a606899d05fbb006897905a606a28b9e85967e08977e90708b6208fb 97078b3d9054956e089c60a56ab07208b171c27fd38b08cc8bc098b2a508 b1a6a5aa98b00899af91bf8bcd08f7a1078bb08ea292950899a19f96a58b 08a4069d07fb7d067907a406090e ND /V 132 RD 94f9660df885f92b1579078f8a8e8b8d8b08a0869c8594820895858f818b 82088c7b83727c6508fb31fc1305fb3cf818057bac84a58b9b088b988f94 94930896919e91aa8e088a9d05fba20679079f899b879785089787958293 810890859479986e08f78cfccf059d06f77af8c80598a99aa59c9b089997 9c92a28f089d07fb5f06090e ND /W 229 RD 98fa440df969f92b1579079f8b9b899786089389908690840890858d848b 83088c7c836f7d6208fb12fc0105fb13f7fc057cb484a98b9c088b978f96 9393089593988f9d8b089c069d07fb95068a79059a8b948a918908938893 87938508928790868f8508947e927d927b089b5e059f5305fb03fbd005fb 15f808057bb485a68b96088a969095949308959198909c8b0896068c9d05 fb890679079e8b9a8896850898859382927f088d8295739a6208f759fcba 059c06f72af83c05f72afc3c05a006f74af8aa059bb794a6929608949c95 979691089791988e9c8b088c9d05fb5a06090e ND /Y 188 RD 94f9660df869f919159c8b9889948708948792869084088e828e848b8208 8c7b8175776c08fb16fb6005fb1ef76a0577a881a18b97088b9991969892 089993998e9a8b0899068c9d05fbaf067907978b9489928808a4809b8193 830891839b77a06b08f749fbac05fb2f078b6487748481087f7977836f8b 0873067907f7b0069d077506708b77927e9908839486a58bb408f73d07f7 33f78d059faa9ba2989908999a99959b93089d92968f938b089a06889d05 fb78068a7905090e ND /bracketleft 33 RD ddf7e10df76bfb3315fb2206f9b207f72206b207fb6b06fe0007f76b06b2 07090e ND /bracketright 31 RD b0f7e10df91304f72206fdb207fb22066407f76b06fa0007fb6b06640709 0e ND /a 268 RD aff8500df79b9415948098859b8b08ac8baea4b0bc08a60777787e7f8487 088888868a868b08858b878d878e08888e88928995088a938aa68bb608f7 2c078bb488a985990882a07d9b78950871986b92638b08578b637f6e7408 6e737d718b6f088b7d8f7f93830892829587978b08988b958f9393089294 8f968b9a088aa7058b9a919797960898979b909f8b08a68b9f83997a089b 7b916c8b5f0879073e6f54736a77086a7974767e7508817986798b75088b 69956f9f76089f75a481aa8b08a08b9d8f9d93089691a89fb9af088b7190 7895800809fb05b215788b7b937d9a087d9b849e8ba2088b9e919c969b08 969a9e9aa599089894ac98bc9f08fb3e07626a6a7b728b088c06090e ND /b 170 RD 89f8880df730f94b157506fb1b54059279059890978e948b08938b918990 870892868e848d7f088e7e8c6c8b5808fc6207a77aa67ca68208a680a587 a58b08c48bbda0b8b508c0baa5cb8bda088bd27abf69b20869b3639e5d8b 08598b5c6d604e08f7d90709bdfbd1159c949c8f9c8b08ad8ba87ca56c08 a26c995f8b52088b4e7e5b716b08736a6f7b6d8b08788b798f7993087a94 79977a9b088df79f059d9e9d989892088b06090e ND /c 154 RD adf8500df800f745157a637a70797c0871766f806b8b085e8b689f71b408 6fb57fba8bc1088bbe98b6a5ab08a0a3a597ac8b089d8b9c869681089781 917c8d78088d788f7e918408947e9a859e8b08998b978f93930891929096 8b97088ba37da46fa2086ea267975f8b08518b5975615f08615f76528b45 088b429e52b16008b060b876be8b08b58bb29baeab08afa9a2b997c6087d 9205090e ND /d 205 RD acf8880df7ce7e15a206f719c205869d057c858088828b08828c858d8690 08868f879489970888948aac8bbf08f899077506fb1a54059179059a9096 8e948b08918b928990870892868e848d7f088e7f8c6c8b5808380771a56a 97648b084c8b5770635608625677508b4b088b4c9d56af6208b163b576bc 8b08a28ba290a09508a095a09ca1a2084a070935c115688b6b9c6eae086e af7dbd8bcd088bcb9abda9ad08a1a4a598a88b08998b9b869b82089c8297 7d957908967990778d7508fb79076f6b6e7d6d8b088c06090e ND /e 146 RD b0f8500df80ef7ab158bc27bb76bac086aad629b598b08508b5a76646008 636078508b3f088b439e54b16108b261b976c18b08bb8bb59dacb008abaf 9fb492b8087c95057c64796f757b08767b71836e8b085f8b659e6ab1086b af7bbf8bcd08f7c98c0509fba4f70815a1a0a395a68b089c8b9c869b8108 9c7f977d93790890808f768d6e08fb650691b296a7a0a108090e ND /f 179 RD b2f7e10df7aef83115ae07fb0706ab078bd18db6909c088f9a9398959308 9693978f9a8b08988b96889585089685967f977908967a967f9386089486 9388938b08938b958f93940894938f948b95088b9d829b789a086da16c96 698b08668b6a826d78086e7775737d6c087c6c84658b5f086e0734066807 e206fbbb078b6b89768780088780848280850880847f887e8b0877067907 f7a0069d076206778b7b927f9908819787a58bb408f7bb07f70706090e ND /g 385 RD a9f8880dc4ee15827b867e8b80088b808e82928308938396829c81086d6b 7a798988087976807a857f08888389838b83088b7a977aa37b08b76ebf7d ca8b08de8bcda3bebb08acaa9dae8bb0088ba582a2799d08799e73966d8f 08768e608d488d08668d748c828c087d8d808f869008849189908b91088b 908e939094088f979595999708a384a188a18b08c18bb59aaba908aba79b af8bb5088bb082a979a208c4069b8b928b8d8c088e8d8c8c8c8d088e8d8b 928b93088b928a90898e088a8e898c898c08898b838c7d8b082c066da066 95608b08578b617b6a6b08686c7b658b5f088b6c92719a73089975a077a6 7e086b6f7575827c0809f768f7c615a26e96638b57088b63836e7b79087b 787782728b08728b75967aa00875a780b38bbe088bb393a89b9e089c9f9f 94a38b08a48ba1809c76088a06099bfc3415bd8aac879c84089c8293808b 7a088b747d756f760870766081518b084c8b5d956b9f08779782988b9b08 8b978f98939908929b979a9a9c08b384c388d489088b06090e ND /h 234 RD 91f8880df71bf94b15fb1a54059279059a90968e928b08938b9289908708 90868f848d7f088e7f8c6c8b5808fc29078b6f8979878208878186858588 087f857c88778b087907f771069d07748b7b8e829008828f859288920886 938a9e8ba908f78107a3a5a09c9c93089d949c8f9b8b08998b9987968308 9684937f907c08917c8d6b8b5a08fb33078b728b7c8a8608877d86828385 0882867d87768b0881067907f76f069d07768b7d8d839008848f85918893 088696899e8ba708f732078bc388b185a00882a97ea17999087799769272 8b08758b768576800876806e71676308f7db07758c05090e ND /i 163 RD a8f7aa0ddcf93d158281867f8b7d088b7f907f95810894819787998b0898 899791959508949490978b99088b98869781950883947f907d8b087d8b7f 8681820809c2fb7015fb1b54059279059890968d948b08938c9289908708 90858f858d81088d7c8d6c8b5b08fb41078b708978878108868286848487 0881857e8a758b087907f76d069d07768b7c8d839008838f859287940887 95899d8ba708f7fc077606090e ND /j 200 RD 3ef7aa0df74ff93c158182867f8b7d088b7d908095810894819787998b08 98899791959508959490978b99088b98869781950882957f907d8b087d8b 808681810809c3fb6f15fb1b54059279059890968d948b08938c92899087 0890858f848d80088d7f8d6a8b5a08fbd2078b5c896c877d08897d858184 850882858488838b08818b7e927b99087a998193858d088391828c838b08 7f8b8287838308838287818b80088b8092809980089a81a085a98b08c18b b59eacb008aab09cc48bd808f85707768a05090e ND /k 228 RD 93f8880df71af94b15fb1954059379059991958e928b08938a928a908708 91848e848d80088e808c6c8b5808fc2c078b6f897a868008878386868487 0880867a88748b087907f777069d07728b7b8d848f088290869187940887 94899e8ba808f72807f71dfb4305987a927f8b84088a8589868788088687 838a7f8b088a7905f76f06899d0579897c8e838e087d8f7e957b9a088295 75a56bb308fb07f72505f708f5059f9f9f989d93089c92a28fa68c08899b 05fb5406887b059b8a928890860891888e848b85088a878a878887088886 7d7d737508fb0723058df85205748a05090e ND /l 103 RD a9f7aa0df71af94b15fb1954059379059990958e938b08948b9189908708 8f868f848d80088e7e8c6d8b5908fc2b078b708978878108868286848487 0882857e8a768b087907f76f069d07748b7b8d8390088290859287940887 93899e8ba708f8e6077506090e ND /m 352 RD 93f99e0df731f861157606fb1b54059279059890968d948b08938c928990 870890858f848d80088d7f8d6a8b5a08fb3f078b70897887810886828584 83870883867d89768b087907f771069d07738b7b8d838f08839085918794 088794899e8ba808f784079a9da09ba699089b969d8f9d8b08a38ba08099 7608967c90708b6708fb55078b708a7b898608897f848282850881877b87 738b08897905f77706899d05768b7a8e829008828f84928892088893899e 8ba908f76a0789a0058c9005a4a2a09b9c94089d949c8f9c8b08a88b9f81 987608937b90728b6708fb55078b718a7b8a8608888086838486087e827d 88788b0882067907f76f069d07788b7d8e829008828f8592889208879589 9e8ba708f755078bb387a9849e0881a67c9f79970877997690738b08758b 7285747f08737e6f7269640885a97da3779b08779c73936f8b087b8b7a88 7a84087b847b827c7f08868478796b6a088aeb05090e ND /n 207 RD 91f8880df730f861157606fb1b54059279059890968d948b08938c928990 870890858f848d7f088e7f8c6a8b5508fb3a078b6d8774838008837e7c86 748b0881067907f772069d07738b7b8d838f08829085918694088894899c 8ba908f78107b1b8b19fb28b08a48b9d829679089477916e8b6208fb4c07 8b718a7c8a8608887f858183850882867d87768b0882067907f771069d07 768b7c8d839008838f85928793088894889e8ba708f753078bb687a8849f 0881a67da07997087a977691738b085b8b5a6c574c088ae905090e ND /o 151 RD adf8880df704f844156a78706d776208766381628b62088b529c58ad5e08 b156c170ce8b08b78baf95ada008aca0a6aa9eb4089fb494b48bb3088bc3 7abe68b70861be55a5478b08678b67816a780809f7475915ad5e9c4d8b3c 088b4a815f7771087571727e6b8b08618b69a371ba0871b97ec38bcc088b b590ab96a50896a4999d9c95089d979c8f9c8b08b08ba87ba26c088b0609 0e ND /p 235 RD 88f8880d93f818159790958d938b08948b938991870890878f858e83088e 848c788b6e08fc3d078b6d8976888308878286868587087f847b87798b08 7f067907f77f069d07728d7a8c829008829184918793088994889e8baa08 f71c079b7d9a819886089d85a087a38b08c28bb9a0b0b408b6bda2cb8bd8 088bd179c366b6086dad669d5e8b08708b7383747b08737c746f746408f3 077806fb1d5405917b0509f76482159b939a8f9b8b08a78ba47ea07208a9 669a568b46088b507e5b716a087672717e6a8b08708b74927999087b9a7f 9b869e08899789a28baf08f73b07a6ab9e9b9791088b06090e ND /q 208 RD acf8880df80df861157a7f79817882087f957d937b90087b917a8d788b08 4d8b54735e5b085f5c744d8b3f088b499c56ad6408ad64b277b68b08a28b a292a19808a297a4a4a9af08fb56078b6e897a8782088782868585870881 857e89798b0880068d7905f773068d9d05718b7c8d839008838f85928793 088793899e8ba808f8d4077a8a0509fb00fc1c157c837a87788b08648b6c 9b70aa0870aa7eb98bc7088bc998baa5aa08a5a9aa9bb08b08a08b9d869b 81089c82967f917d08927d8e788b7308fb65077d767c7e7c8308090e ND /r 168 RD 91f7e10df71cf86115fb1b54059079059790968d958b08958c9188918608 91878f838d81088d838c6b8b5708fb41078b718a7b898508898185828386 087f837b88748b087907f779069d07778b7c8e8091088090849387940883 97899e8ba408f76a079baa9aa19a98089092928e918b08928b9585998008 9a809785968b08988b958f939408929490968b98088b9985987f96088095 7c91798b08658b6469664808f0077606090e ND /s 212 RD bcf8190df793f86115878388868889088888878a868b08858b808e7a9008 7392758f798b08648b6a7f72720871727f6c8b66088b6f92739a7808997a aa75ba7408bb73aa789b7c089b7b93788b75088b79847b7d7e087c7d7985 758b086b8b6e9771a20872a279ae82b9087b06fb34079b068f919190938b 08918b9489968808ae82aa86a68b08b28bad97aaa408aaa59bab8bb40889 bf6bb649ab0844ae056b997799819808829a85998b9d088b9c9297999708 99979d91a28b08a98ba4829e7a089d7a9b6a975b089d0689f72c057c8c05 090e ND /t 122 RD 95f7aa0df71df8e7157e6a8174837f087b747b77787a087879797f798408 7b07d206fbc2078b6d8e72927b08927c957f9983089b8299879a8b08a18b a093a09b08a19c9ba396ab087806857e838181840882858088808b087f89 80918395088295879e8ba808f7b607f38c058cac0521068df727057b8c05 090e ND /u 171 RD 8cf8880df7a2f854157907a88a9e8694820896838f798b7108fb91077372 767b79820879817b877d8b08778b79927d98087c9784a78bb508f7c007fb 31067907a38b9b89948708948692859083088e838e7c8b7608fb5c078b62 8f6a927408927598789d7d089d7ca184a48b08a28ba0909f96089f96a8a5 b1b4088d2d059f06f71cc205829d0581857e88818b08848c858d86900884 8f889389960888978aaa8bbe08f7a407fb2d06090e ND /v 134 RD 93f8880d8cf842159b889688918808958794849283088f84937e927908f7 34fc0d059f06f732f8130594a3969b9695089190978f9c8c088a9d05fb24 068a79059d8b968a9189088f8a90878f86088d898d878b86088a82887d84 790821fb940524f78b05839988998b96088b978e939291089291958e988b 0897068d9d05fb68068c7905090e ND /w 177 RD 91f9660df842049f8799859483089481947c947308f726fc0c059a06f71a f7b305f702fbb305a006f728f816059aac9f9ea78f088c9d05fb22068c79 059d8c988791860892878e858b85088b81887d8479082dfb8a0525f79405 899089928b91088c988e9391900895939b8fa28c088a9d05fb6606897905 a18a97889286089885957d937708a44a052afb66052bf79505859988978b 95088c968d91909008928f968e9c8c088a9d05fb4e068a7a05090e ND /x 215 RD 98f8880df842049f8b9b8798820899819d75a36808dffb0f052efb11056e 6476737f8208828381887f89087a07f726069c077c8c808f849108849187 938b93088b8f969ea0a908d3ea05cd2b059f6d96788b83088b8488858586 08828480887c8b088c7a05f767069c07788c7c907f9308809277a370b308 fb03f73605c7dc05a8b0a0a39b9608979399909b8c089d07fb2a06790797 89948a91860890858e858b84088b837f76736b0867580569be0586978592 8790087f9d85968b93088b948e909090089090948d988b088d9d05fb6706 8c7905090e ND /y 212 RD 91f8880d8af842159c8797869386088e889383938008967a937f908108f7 34fbe5056d3d057e6e80787f810880818086818b08898b828d7e90087892 7c8e808b087d8b7e87828308828287808b7d088a7e927e978008977f9b86 9e8b08a68ba696a8a108a7a2a2ac9db608f74af85405939d91998e900892 949393928f08908f958d978c089d07fb25068a79059a8d94899189089189 8f888e87088c898d868b85088a7e897e857e0828fb8c05fb02f77705819f 859e8b98088b948e939291089592958e9a8b0894068c9d05fb67068c7905 090e ND /z 91 RD 9ff8500df812f71e1587698775868108847c81817f85087e867488698b08 fb3506f7bef822058d9c05fc0e06fb0f079d068ea38f9f949b0891989392 958f08948fa08daa8b08f72906fbbffc21057907f81f0690f71e05790609 0e ND /asciitilde 113 RD 95f8b10df869f79a157a7c7783738b08748b659754a30853a15f9c699508 7d907c8d7d8b086d8b717f75740875747f69895f08a00692ac96a19b9908 99999f92a28b08a08baf81bd7608d16eb87a9c86089e859a899a8b08ab8b a797a2a308a2a397ac8cb5087506886e81757b7a08090e ND /endash 21 RD 82f8880df899f79515fc98066707f89806af07090e ND /quotedblleft 215 RD acf8500dacf8fc15756f806d8b6b088b6d94759d78089c799f81a18b089d 8b9a91979608979691998b9b088b97869881950881957f907e8b08858b85 8a8489088287868a878b08868c888d889008888e89938b96088ba0919c97 9b08999c9f9aa89a089f07627e6c76756f0809f77e16756f806c8b69088b 6f94749c78089c7a9f81a18b089b8b9b91989708989691998b9b088b9886 9781950881947f907e8b08848b848a8488088389868a878b08888a878e87 9008888e89938b94088b9f909d959a089799a09cac9e088a9e05647f6b77 766f08090e ND /quotedblright 218 RD acf8500df708f87b15a1a796aa8bad088ba882a27a9d08799e7894768b08 788b7c857e7f088081847d8b7c088b7b908095810894829786998b08928b 928c928e08938d908c8e8b08908d8f888f86088c868e848b82088b788679 817c08807c767a6a78088a7705b497a99fa1a70809f77e8d15a1a796a98b ab088ba882a2799e087a9d7795758b08798b7c857f80087f80857e8b7c08 8b7b908095810895819786988b08918b918c938e08928d918c8f8b088f8d 8e888e870890858c848b80088b77857a7e7b087e79767c6e7c088d7705b2 98aba0a1a708090e ND /quoteright 112 RD e9f7e10df5f87115a8aa99ae8bb1088ba882a17a9d08799e7894758b0878 8b7b857d7f088181867f8b7b088b7b907f95810896839685988b08918b92 8c948e08908e908c8f8b088f8b90898f86088e858d848b81088b7a877c82 7f087f7974796977087407b099a79c9ea0088b06090e ND /plusminus 53 RD 8ff8b90df8a4d015b307fb8906f76007f78806b307fb8806f787076306fb 8707fb87066307f78706fb6007fb87066307f8a406090e ND /idieresis 224 RD 8cf7aa0df738f86115fb1b54059279059890968d948b08938c9289908708 90858f858d81088d7c8d6c8b5b08fb41078b708978878108868286848487 0881857e8a758b087907f76d069d07768b7d8d839008828f859287940887 95899d8ba708f7fc07760609aff71f158081867e8b7c088b7e907e958108 978097869a8b08988b9890959508969690978b9a088b9986988195088096 7f907c8b087d8b7e8681800809fb41168181867e8b7c088b7e907e958108 978097869a8b08988b9890959508969690978b9a088b9986988195088096 7f907c8b087c8b7f86808008090e ND end end put put dup /FontName get exch definefont pop end /FMNJII+TimesNewRoman findfont /Encoding get dup 0 /.notdef put dup 32 /space put dup 33 /exclam put dup 34 /quotedbl put dup 37 /percent put dup 38 /ampersand put dup 40 /parenleft put dup 41 /parenright put dup 44 /comma put dup 45 /hyphen put dup 46 /period put dup 47 /slash put dup 48 /zero put dup 49 /one put dup 50 /two put dup 51 /three put dup 52 /four put dup 53 /five put dup 54 /six put dup 55 /seven put dup 56 /eight put dup 57 /nine put dup 58 /colon put dup 59 /semicolon put dup 60 /less put dup 63 /question put dup 64 /at put dup 65 /A put dup 66 /B put dup 67 /C put dup 68 /D put dup 69 /E put dup 70 /F put dup 71 /G put dup 72 /H put dup 73 /I put dup 74 /J put dup 75 /K put dup 76 /L put dup 77 /M put dup 78 /N put dup 79 /O put dup 80 /P put dup 81 /Q put dup 82 /R put dup 83 /S put dup 84 /T put dup 85 /U put dup 86 /V put dup 87 /W put dup 89 /Y put dup 91 /bracketleft put dup 93 /bracketright put dup 97 /a put dup 98 /b put dup 99 /c put dup 100 /d put dup 101 /e put dup 102 /f put dup 103 /g put dup 104 /h put dup 105 /i put dup 106 /j put dup 107 /k put dup 108 /l put dup 109 /m put dup 110 /n put dup 111 /o put dup 112 /p put dup 113 /q put dup 114 /r put dup 115 /s put dup 116 /t put dup 117 /u put dup 118 /v put dup 119 /w put dup 120 /x put dup 121 /y put dup 122 /z put dup 126 /asciitilde put dup 133 /endash put dup 141 /quotedblleft put dup 142 /quotedblright put dup 144 /quoteright put dup 177 /plusminus put dup 239 /idieresis put pop %%EndResource [/N296/FMNJII+TimesNewRoman 1 TZ %%BeginFile: makeocf.prc %%Copyright: Copyright 1987-1998 Adobe Systems Incorporated. %%All Rights Reserved. userdict/ct_Dict 25 dict dup begin/ct_Level2? systemdict/languagelevel known def/ct_has_composefont?{systemdict/composefont known}def/ct_MakeOCF 30 dict def/ct_Vars 25 dict def end put ct_Dict systemdict/languagelevel known{ currentglobal 1 index gcheck setglobal exch}if/ct_GlyphDirProcs 6 dict 3 copy put exch pop begin/GetGlyphDirectory{systemdict/languagelevel known{pop /CIDFont findresource/GlyphDirectory get}{1 index/CIDFont findresource /GlyphDirectory get dup type/dicttype eq{dup dup maxlength exch length sub 2 index lt{dup length 2 index add dict copy 2 index/CIDFont findresource /GlyphDirectory 2 index put}if}if exch pop exch pop}ifelse +}def/+{systemdict /languagelevel known{currentglobal false setglobal 3 dict begin/vm exch def}{1 dict begin}ifelse/$ exch def systemdict/languagelevel known{vm setglobal/gvm currentglobal def $ gcheck setglobal}if ?{$ begin}if}def/?{$ type/dicttype eq} def/|{?{def}{$ 3 1 roll put}ifelse}def/!{?{end}if systemdict/languagelevel known{gvm setglobal}if end}def/:{string currentfile exch readstring pop} executeonly def end systemdict/languagelevel known{exch setglobal}if begin ct_MakeOCF begin/ct_cHexEncoding[/c00/c01/c02/c03/c04/c05/c06/c07/c08/c09/c0A /c0B/c0C/c0D/c0E/c0F/c10/c11/c12/c13/c14/c15/c16/c17/c18/c19/c1A/c1B/c1C/c1D /c1E/c1F/c20/c21/c22/c23/c24/c25/c26/c27/c28/c29/c2A/c2B/c2C/c2D/c2E/c2F/c30 /c31/c32/c33/c34/c35/c36/c37/c38/c39/c3A/c3B/c3C/c3D/c3E/c3F/c40/c41/c42/c43 /c44/c45/c46/c47/c48/c49/c4A/c4B/c4C/c4D/c4E/c4F/c50/c51/c52/c53/c54/c55/c56 /c57/c58/c59/c5A/c5B/c5C/c5D/c5E/c5F/c60/c61/c62/c63/c64/c65/c66/c67/c68/c69 /c6A/c6B/c6C/c6D/c6E/c6F/c70/c71/c72/c73/c74/c75/c76/c77/c78/c79/c7A/c7B/c7C /c7D/c7E/c7F/c80/c81/c82/c83/c84/c85/c86/c87/c88/c89/c8A/c8B/c8C/c8D/c8E/c8F /c90/c91/c92/c93/c94/c95/c96/c97/c98/c99/c9A/c9B/c9C/c9D/c9E/c9F/cA0/cA1/cA2 /cA3/cA4/cA5/cA6/cA7/cA8/cA9/cAA/cAB/cAC/cAD/cAE/cAF/cB0/cB1/cB2/cB3/cB4/cB5 /cB6/cB7/cB8/cB9/cBA/cBB/cBC/cBD/cBE/cBF/cC0/cC1/cC2/cC3/cC4/cC5/cC6/cC7/cC8 /cC9/cCA/cCB/cCC/cCD/cCE/cCF/cD0/cD1/cD2/cD3/cD4/cD5/cD6/cD7/cD8/cD9/cDA/cDB /cDC/cDD/cDE/cDF/cE0/cE1/cE2/cE3/cE4/cE5/cE6/cE7/cE8/cE9/cEA/cEB/cEC/cED/cEE /cEF/cF0/cF1/cF2/cF3/cF4/cF5/cF6/cF7/cF8/cF9/cFA/cFB/cFC/cFD/cFE/cFF]def /ct_CID_STR_SIZE 8000 def/ct_mkocfStr100 100 string def/ct_defaultFontMtx[.001 0 0 .001 0 0]def/ct_1000Mtx[1000 0 0 1000 0 0]def/ct_BuildCharDict 15 dict dup begin/dst_string 1500 string def/nullstring()def end def/ct_raise{exch cvx exch errordict exch get exec stop}bind def/ct_reraise{cvx $error/errorname get (Error: )print dup( )cvs print errordict exch get exec stop }bind def/ct_cvnsi{1 index add 1 sub 1 exch 0 4 1 roll{2 index exch get exch 8 bitshift add}for exch pop}bind def/ct_GetInterval{ct_BuildCharDict begin /dst_index 0 def dup/dst_string length gt{dup string/dst_string exch def}if 1 index ct_CID_STR_SIZE idiv/arrayIndex exch def 2 index arrayIndex get 2 index arrayIndex ct_CID_STR_SIZE mul sub{dup 3 index add 2 index length le{2 index getinterval dst_string dst_index 2 index putinterval length dst_index add /dst_index exch def exit}{1 index length 1 index sub dup 4 1 roll getinterval dst_string dst_index 2 index putinterval pop dup dst_index add/dst_index exch def sub/arrayIndex arrayIndex 1 add def 2 index dup length arrayIndex gt{ arrayIndex get}{pop exit}ifelse 0}ifelse}loop pop pop pop dst_string 0 dst_index getinterval end}bind def ct_Level2?{/CIDFont/Category resourcestatus {pop pop}{currentglobal true setglobal/Generic/Category findresource dup length dict copy dup/InstanceType/dicttype put/CIDFont exch/Category defineresource pop setglobal}ifelse ct_has_composefont?{/CIDInit/ProcSet findresource begin 12 dict begin begincmap/CIDSystemInfo 3 dict dup begin /Registry(Adobe)def/Ordering(Identity)def/Supplement 0 def end def/CMapName /Identity-H def/CMapVersion 1 def/CMapType 1 def 1 begincodespacerange<0000> endcodespacerange 1 begincidrange<0000>0 endcidrange endcmap CMapName currentdict/CMap defineresource pop end end}if}{/ct_Category 2 dict begin/CIDFont 10 dict def/ProcSet 2 dict def currentdict end def /defineresource{ct_Category 1 index 2 copy known{get dup dup maxlength exch length eq{dup length 10 add dict copy ct_Category 2 index 2 index put}if 3 index 3 index put pop exch pop}{pop pop/defineresource/undefined ct_raise} ifelse}bind def/findresource{ct_Category 1 index 2 copy known{get 2 index 2 copy known{get 3 1 roll pop pop}{pop pop/findresource/undefinedresource ct_raise}ifelse}{pop pop/findresource/undefined ct_raise}ifelse}bind def /resourcestatus{ct_Category 1 index 2 copy known{get 2 index known exch pop exch pop{0 -1 true}{false}ifelse}{pop pop/findresource/undefined ct_raise} ifelse}bind def}ifelse/ct_CIDInit 2 dict begin/ct_cidfont_stream_init{{dup (Binary)eq{pop null currentfile ct_Level2?{{cid_BYTE_COUNT()/SubFileDecode filter}stopped{pop pop pop}if}if/readstring load exit}if dup(Hex)eq{pop currentfile ct_Level2?{{null exch/ASCIIHexDecode filter/readstring}}stopped{ pop exch pop(>)exch/readhexstring}if{(>)exch/readhexstring}ifelse load exit}if /StartData/typecheck ct_raise}loop cid_BYTE_COUNT ct_CID_STR_SIZE le{2 copy cid_BYTE_COUNT string exch exec pop 1 array dup 3 -1 roll 0 exch put}{ cid_BYTE_COUNT ct_CID_STR_SIZE div ceiling cvi dup array exch 2 sub 0 exch 1 exch{2 copy 5 index ct_CID_STR_SIZE string 6 index exec pop put pop}for 2 index cid_BYTE_COUNT ct_CID_STR_SIZE mod string 3 index exec pop 1 index exch 1 index length 1 sub exch put}ifelse cid_CIDFONT exch/GlyphData exch put 2 index null eq{pop pop pop}{pop/readstring load 1 string exch{3 copy exec pop dup length 0 eq{pop pop pop pop pop true exit}if 4 index eq{pop pop pop pop false exit}if}loop pop}ifelse}bind def/StartData{mark{currentdict dup/FDArray get 0 get/FontMatrix get 0 get .001 eq{dup/CDevProc known not{/CDevProc 1183615869 internaldict/stdCDevProc 2 copy known{get}{pop pop{pop pop pop pop pop 0 -1000 7 index 2 div 880}}ifelse def}if}{/CDevProc{pop pop pop pop pop 0 1 cid_temp/cid_CIDFONT get/FDArray get 0 get/FontMatrix get 0 get div 7 index 2 div 1 index .88 mul}def}ifelse/cid_temp 15 dict def cid_temp begin /cid_CIDFONT exch def 3 copy pop dup/cid_BYTE_COUNT exch def 0 gt{ ct_cidfont_stream_init FDArray{/Private get dup/SubrMapOffset known{begin /Subrs SubrCount array def Subrs SubrMapOffset SubrCount SDBytes ct_Level2?{ currentdict dup/SubrMapOffset undef dup/SubrCount undef/SDBytes undef}if end /cid_SD_BYTES exch def/cid_SUBR_COUNT exch def/cid_SUBR_MAP_OFFSET exch def /cid_SUBRS exch def cid_SUBR_COUNT 0 gt{GlyphData cid_SUBR_MAP_OFFSET cid_SD_BYTES ct_GetInterval 0 cid_SD_BYTES ct_cvnsi 0 1 cid_SUBR_COUNT 1 sub{ exch 1 index 1 add cid_SD_BYTES mul cid_SUBR_MAP_OFFSET add GlyphData exch cid_SD_BYTES ct_GetInterval 0 cid_SD_BYTES ct_cvnsi cid_SUBRS 4 2 roll GlyphData exch 4 index 1 index sub ct_GetInterval dup length string copy put} for pop}if}{pop}ifelse}forall}if cleartomark pop pop end CIDFontName currentdict/CIDFont defineresource pop end end}stopped{cleartomark/StartData ct_reraise}if}bind def currentdict end def/ct_saveCIDInit{/CIDInit/ProcSet resourcestatus{true}{/CIDInitC/ProcSet resourcestatus}ifelse{pop pop/CIDInit /ProcSet findresource ct_has_composefont?{pop null}{/CIDInit ct_CIDInit /ProcSet defineresource pop}ifelse}{/CIDInit ct_CIDInit/ProcSet defineresource pop null}ifelse ct_Vars exch/ct_oldCIDInit exch put}bind def/ct_restoreCIDInit {ct_Vars/ct_oldCIDInit get dup null ne{/CIDInit exch/ProcSet defineresource pop}{pop}ifelse}bind def/ct_BuildCharSetUp{1 index begin CIDFont begin ct_BuildCharDict begin/ct_dfCharCode exch def/ct_dfDict exch def CIDFirstByte ct_dfCharCode add dup CIDCount ge{pop 0}if/cid exch def{{GlyphDirectory cid get}stopped{pop pop nullstring}if dup length FDBytes sub 0 gt{dup FDBytes 0 ne {0 FDBytes ct_cvnsi}{pop 0}ifelse/fdIndex exch def dup length FDBytes sub FDBytes exch getinterval/charstring exch def exit}{cid 0 eq{/charstring nullstring def exit}if/cid 0 def}ifelse}loop}def/ct_SetCacheDevice{dup stringwidth 0 0 moveto 3 -1 roll true charpath pathbbox 0 -1000 7 index 2 div 880 setcachedevice2 0 0 moveto}def/ct_DefaultSetCacheProc{pop ct_SetCacheDevice}def/ct_HP4000SetCacheProc{1 eq{stringwidth pop 2 div neg -880 0 -1000 setcharwidth moveto}{ct_SetCacheDevice}ifelse}def /ct_Type3ShowCharString{ct_FDDict fdIndex 2 copy known{get}{ ct_Type1FontTemplate dup maxlength dict copy begin FDArray fdIndex get/Private get/Private exch def currentdict end/ct_Type1Font exch definefont dup 4 1 roll put}ifelse dup/CharStrings get 1 index/Encoding get ct_dfCharCode get charstring put rootfont/WMode 2 copy known{get}{pop pop 0}ifelse exch 1000 scalefont setfont ct_str1 0 ct_dfCharCode put ct_str1 exch ct_dfSetCacheProc ct_SyntheticBold{currentpoint ct_str1 show newpath moveto ct_str1 true charpath ct_StrokeWidth setlinewidth stroke}{ct_str1 show}ifelse}def /ct_Type4ShowCharString{ct_dfDict ct_dfCharCode charstring FDArray fdIndex get dup/FontMatrix get dup ct_defaultFontMtx ne{ct_1000Mtx matrix concatmatrix concat}{pop}ifelse/Private get ct_Dict/ct_Level2? get not{ct_dfDict/Private 3 -1 roll{put}1183615869 internaldict/superexec get exec}if 1183615869 internaldict ct_Dict/ct_Level2? get{1 index}{3 index/Private get}ifelse dup /RunInt known{/RunInt get}{pop/CCRun}ifelse get exec}bind def /ct_BuildCharIncremental{{ct_Dict/ct_MakeOCF get begin ct_BuildCharSetUp ct_ShowCharString}stopped{stop}if end end end end}bind def/BaseFontNameStr (BF00)def/ct_Type1FontTemplate 14 dict begin/FontType 1 def/FontMatrix[.001 0 0 .001 0 0]def/FontBBox[-250 -250 1250 1250]def/Encoding ct_cHexEncoding def /PaintType 0 def/CharStrings 1 dict dup/.notdef<8bfa8e0d0f>put def currentdict end def/BaseFontTemplate 11 dict begin/FontMatrix[.001 0 0 .001 0 0]def /FontBBox[-250 -250 1250 1250]def/Encoding ct_cHexEncoding def/BuildChar /ct_BuildCharIncremental load def 1183615869 internaldict dup/CCRun known exch /eCCRun known ct_Level2? not or and not { /FontType 3 def/ct_ShowCharString/ct_Type3ShowCharString load def /ct_dfSetCacheProc 1183615869 internaldict dup /CCRun known exch /eCCRun known not ct_Level2? and and { /ct_HP4000SetCacheProc}{/ct_DefaultSetCacheProc}ifelse load def/ct_FDDict 2 dict def/ct_SyntheticBold false def/ct_StrokeWidth 1 def}{/FontType 4 def /Private 1 dict dup/lenIV -1 put def/CharStrings 1 dict dup/.notdef <8bfa8e0d0f>put def/PaintType 0 def/ct_ShowCharString/ct_Type4ShowCharString load def}ifelse/ct_str1 1 string def currentdict end def/BaseFontDictSize BaseFontTemplate length 5 add def/ct_makeocf{11 dict begin exch/FontName exch def/FontType 0 def/FontMatrix matrix def/FMapType 2 def/bfCount 1 index /CIDCount get 1 sub 256 idiv 1 add def/Encoding 256 array def 0 1 255{Encoding exch dup dup bfCount ge{pop bfCount}if put}for/FDepVector bfCount 1 add array def BaseFontTemplate BaseFontDictSize dict copy begin/CIDFont exch def CIDFont /FontBBox known{CIDFont/FontBBox get/FontBBox exch def}if CIDFont/CDevProc known{CIDFont/CDevProc get/CDevProc exch def}if currentdict end BaseFontNameStr 3 48 put 0 1 bfCount{FDepVector exch 2 index BaseFontDictSize dict copy begin dup/CIDFirstByte exch 256 mul def currentdict end 1 index 16 BaseFontNameStr 2 2 getinterval cvrs pop BaseFontNameStr exch definefont put} for pop FontName currentdict end definefont}bind def/ct_MakeIdentity{ ct_has_composefont?{1 index/CMap resourcestatus{pop pop}{/CIDInit/ProcSet findresource begin 12 dict begin begincmap/CMapName 2 index def/CMapVersion 1 def/CMapType 1 def/CIDSystemInfo 3 dict dup begin/Registry(Adobe)def/Ordering CMapName ct_mkocfStr100 cvs(Adobe-)search{pop pop(-)search{dup length string copy exch pop exch pop}{pop(Identity)}ifelse}{pop(Identity)}ifelse def /Supplement 0 def end def 1 begincodespacerange<0000>endcodespacerange 1 begincidrange<0000>0 endcidrange endcmap CMapName currentdict/CMap defineresource pop end end}ifelse composefont}{exch pop 0 get/CIDFont findresource ct_makeocf}ifelse}bind def currentdict readonly pop end end %%EndFile ct_Dict begin ct_MakeOCF begin ct_saveCIDInit %!PS-Adobe-3.0 Resource-CIDFont %%documentNeededResources: procset CIDInit %%IncludeResource: procset CIDInit %BeginResource: CIDFont FMOFIF+TimesNewRoman,Bold %Title: (FMOFIF+TimesNewRoman,Bold Adobe Identity 0) %%Version: 1 /CIDInit /ProcSet findresource begin 20 dict begin /CIDFontName /FMOFIF+TimesNewRoman,Bold def /CIDFontVersion 1 def /CIDFontType 0 def /CIDSystemInfo 3 dict dup begin /Registry (Adobe) def /Ordering (Identity) def /Supplement 0 def end def /CIDMapOffset 0 def /FDBytes 0 def /GDBytes 3 def /FontBBox [-184 -307 1089 1026] def /FontInfo 2 dict dup begin /FSType 4 def /OrigFontType /TrueType def end readonly def /CIDCount 655 def /FDArray 1 array dup 0 %ADOBeginFontDict 10 dict begin /FontType 1 def /PaintType 0 def /FontName /FMOFIF+TimesNewRoman,Bold def /FontMatrix [1 1000 div 0 0 1 1000 div 0 0 ] def %ADOBeginPrivateDict /Private 8 dict dup begin /BlueValues [-15 0 600 650] def /MinFeature {16 16} def /LanguageGroup 1 def /password 5839 def /lenIV -1 def end def %ADOEndPrivateDict currentdict end %ADOEndFontDict put def /GlyphDirectory 1 dict def ct_GlyphDirProcs begin GlyphDirectory + 0 | ! end %%BeginData: 21 Binary Bytes (Binary) 0 StartData %%EndData %%EndResource ct_restoreCIDInit /FMOFIF+TimesNewRoman,Bold-Identity-H /Identity-H [/FMOFIF+TimesNewRoman,Bold] ct_MakeIdentity pop end end %%BeginResource: encoding % Identity-H %PDF_BeginEncoding: N231 (FMOFIF+TimesNewRoman,Bold-Identity-H) /N231 (FMOFIF+TimesNewRoman,Bold-Identity-H) /Identity-H [ (FMOFIF+TimesNewRoman,Bold) ] /Adobe-Identity [ /Serif ] 0 0 TZzero %%EndResource %%BeginResource: font FMNJLC+Arial,Bold 11 dict begin /FontName /FMNJLC+Arial,Bold def /FontMatrix [1 1000 div 0 0 1 1000 div 0 0 ] def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for def /PaintType 0 def /FontType 1 def /FontBBox { 0 0 0 0 } def /FontInfo 1 dict dup begin /OrigFontType /TrueType def end readonly def currentdict end systemdict begin dup /Private 7 dict dup begin /BlueValues [-15 0 600 650] def /MinFeature {16 16} def /password 5839 def /ND {def} def /NP {put} def /lenIV -1 def /RD {string currentfile exch readhexstring pop} def 2 index /CharStrings 256 dict dup begin /.notdef 4 RD 8b8b0d0e ND /.notdef 40 RD f711f9820df88816f90507fc8806fd0507f8880609fc78f8f515f86806fc e507fc6806f8e507090e ND /space 5 RD 8bf7aa0d0e ND /period 21 RD d3f7aa0df71c16f71d07fb1d06fb1d07f71d06090e ND /slash 23 RD 8af7aa0df07f15f747f978052406fb46fd7805f106090e ND /zero 161 RD b5f8c00dd1f91b155c4f742a8bfb1b088bfb1ea02cb65508b654c371d18b 08cf8bc2a3b2bc08b9c7a3ec8bf71c088bf71d74ec5cc60864bc55a4468b 08458b5573645a088b0609f762521598809676936c08926b90518b37088b 37864f826808847081787e80087f807c867b8b087a8b7d907e95087e9781 9f83ab0882aa87c58bdf088be090c794af0892a4959f98960897969a909b 8b089c8b9986988008090e ND /one 47 RD daf8c00df7cef96415fb03067b5f6e65616a08626c6474677f08fb1107cf a2c6aebdba08fc9a07f71d06f96307090e ND /two 144 RD a4f8c00df764f71315929794989798089798a6a5b6b308b8b4a8a99ca008 a4ab9eaa97a80894a892aa8bab088bc477ba63b10861b3549d448b084c8b 547b606a0861697155833f08f71d7d058eb595a79c9c089a9ca394a88b08 a78ba2839b7b089c7993748b6c088b71826e786f087c7565644d51084046 5751716008715e7c5e865b08f873068df71305fba606090e ND /three 196 RD b1f8c00dd5b615b666c178cc8b08cd8bc5a1b9b708b9b8a2c08bca088bb7 7fb072aa0873a86a9f629408cfb2aebd8bca088bb77ab369ae0864b754a0 488b08638b68846b7c086b7b72777971087b717d68825f08f71275058fac 95a29c9b089a9ca093a28b08a38b9e84997d089a7c92788b73088b6e8175 787a0877786f84668c087cfb0305a391a08f9d8b08a58ba2819d77089e76 94708b68088b67816e787508787673806f8b08718b7594799d08779d81a5 87ad08fb1b7b05944ea35ab56608090e ND /four 59 RD 9ef8c00df83d16f72407e406f70c073206f85b07fb0706fbcafc5b05fb0c 07f7b806fb2407f7190609fbbdf79c15f738f78805fb8807fb3806090e ND /five 133 RD b7f8c00dd6b315b568c179cd8b08dd8bccabbaca08adba9cc08bc6088bd1 76c561b7085fb858a14e8b086c8b6b836c7c08a2f70e05f795068df71405 fc010647fc0805f7017b05acaead9cb38b08ab8ba4809f7508a074956a8b 5f08895c82677774087774737f6e8b08728b7594789d08779e80a387aa08 fb1d7d05934fa45bb56708090e ND /six 184 RD b5f8c00df821f9361567aa5e9a558b083d8b4c6e5a51085c51722c8bfb18 088bfb14a22eba5308b954c76ed38b08ce8bc2a1b6b708b7b8a0c58bd408 8bd277c262b70862b85aa0528b08588b61776963088fdc98c29fa5089fa5 a398a88b08a28b9c84997e08987f94768e7008f7199a0581c574b868a908 09fb6cfbe9159ea0a195a58b08a78ba2809d75089d7694688b5c088b5f83 6a7a770879777681728b08718b739776a30878a480ad8bb8088bb494aa9d 9f08090e ND /seven 60 RD b5f8c00df7cdf8d8154a3a582f64240865237626892808f718068bca95d3 a0db08a0dcaad7b3d208b2d2b3c2b2b108ef07fc6a06fb1307f7cd06090e ND /eight 245 RD b4f8c00da8f7cc15786a81678b64088b46a553be6308b568c27acc8b08d1 8bc3a0b5b408b5b5a0c18bcd088bb381af76aa0876a86da3639b08ab99a3 9f9ca5089ca494a98bac088bc178b765ae0867ad569d478b08458b577a66 68086568795f8b56088b6a936f9b71089b71a576ae7c08637a6c72786a08 09f722f7a7159b9ba093a58b08a48b9f839a7b089c7d92768b71088b6f83 767b7b087d7c7683718b08708b77937c9a087c9a83a08ba6088ba7939f9a 9a080980fbb9159ba2a497ac8b08a88ba3819e76089d7795708b69088b64 826e797608777674816f8b086f8b739678a00876a082a98bb1088ba793a4 9ca208090e ND /nine 182 RD abf8c00ddcab15ae6db87cc38b08d88bcaa8bbc508bcc5a3ea8bf717088b f71574e85cc3085dc24fa8428b08498b5475605f085f5d76518b42088b47 9f52b46008b45ebb76c38b08c18bb59fadb30886397e55777108786f737f 6f8b08748b79927d9808809781a088a608fb197c059550a15ead6d0809f7 6cf7eb1579767581718b086f8b759679a108779f83ad8bb9088bba93ab9c 9f089c9fa095a48b08a68ba27f9f7308a07295698b5f088b62826d797608 090e ND /colon 39 RD edf7e10df71df81215f71d07fb1d06fb1d07f71d0609fc1204f71d07fb1d 06fb1d07f71d06090e ND /A 58 RD 8bf9660df843f96015fb2d06fbaafd6005f72d06c7f73705f7b306c9fb37 05f73006fbb3f9600509fb42fc4415ecf79d05eefb9d05fb5806090e ND /B 212 RD d4f9660d8b16f78806e78cc58da38e08b28dab97a59d08a69f9fa39aaa08 9ba992ab8bac088bb47faf74aa0874aa6aa1609808a798a5a19da7089da5 94ab8bac088baa84a77ca4087ca3799f759a08759b72946f90087090608d 528b08fbb206fd600709f778f8e915cf8bb48a998908a4899d82977d0897 7e91798b75088b7384797d7d087c7d78837288087e88688b538b082c06f7 3907de0609adfbb015cd8bb6889f84089d849b80957c08967c90798b7508 8b7284777d7c087f7a79827687087b896b89578b08fb1a06f75407f70906 090e ND /C 133 RD baf9660df83cf7291570726a7f658b08558b629e6ab1086ab37bcb8be508 8be09cc9acb108abb1b69ec08b08b38bab80a67608a6759d6e936608f723 ad057bc473b76aaa0854bf44a5338b08278b3a6a4d49084e496c2e8bfb0b 088bfb04aa32c84a08c849d96bea8b08d98bca9ebdb108bcb2afc5a1da08 fb20b6057f5777656f7208090e ND /E 45 RD d4f92f0df8b416f70d07fc2306f75607f7fa06f70d07fbfa06f73307f815 06f70d07fca606fd6007f8b406090e ND /F 39 RD d5f8f70df72416f7c407f7c006f70d07fbc006f73e07f7ef06f70d07fc80 06fd6007f72506090e ND /G 157 RD bbf99e0df89ff79b153007757a717c6d7f086c816d846d8b084d8b5aa065 b60866b578cb8be0088bdb9ec6b0b308b0b3bd9fca8b08b58bae81a77708 a5759f70956808f724a6057dcd6bbf59b00858b0469e328b08478b527f5d 73084f6d5d5e6c51086b507c498b40088b47994ba75008a751b55ec36c08 c16acd7cd68b08c68bc596c4a108c5a3b6a4a9a8088df7b205fbcd068dfb 0d05f73806090e ND /H 45 RD d4f9660df72516f7cd07f7ae06fbcd07f72506f96007fb2506fbae07fbae 06f7ae07fb2506fd6007f72506090e ND /I 21 RD cff7aa0df72516f96007fb2506fd6007f72506090e ND /K 58 RD d6f9660df72516f76d07f708f70c05f75afbe405f74e06fbaff84905f7a1 f7ab05fb5506fbbafbd1058df7d105fb27068dfd6005f7248a05090e ND /M 57 RD d2f9d50df71a168cf8c805f720fcc805f71f06f722f8c805fcc807f71a06 f96007fb6e06fb12fc7c05fb15f87c05fb6d06fd6007f71a06090e ND /N 43 RD d5f9660df71916f86b07f7b6fc6b05f72506f96007fb1a06fc7407fbbbf8 7405fb2006fd6007f71a06090e ND /O 144 RD b6f99e0de9e015ca4ae06af68b08f38be0accacc08c9cdabe68bf708088b f7076be74ccd084ccc37ac218b08508b58825e78086a7c6c766f6e086e6e 756a7b6608755b804d8b42088bfb07aa32ca4a0809f702f85f15afb4bb9f c78b08c78bbb77af6308af619d4e8b39088b39784c66610867625b76518b 08528b5ba065b50866b578c98bdc088bdc9dc9b0b508090e ND /R 158 RD d4f9660df72516f7bf07a806ad8ba3889a86089b869981997d08997ba469 b05308f4fb3005f73f0636f7200566c271b277a10876a1729f6c9d08c994 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1da205847180787c800809fb38f757158bb195a99fa1089d9fa597a98b08 a58ba3819e7608a176946d8c6308fb6106090e ND /f 88 RD 97f7e10df82f04d706fc2f07f71d06f82f07f206f700072406b0078ba68f 9d949408949499909f8b08a28ba088a186089cea0565986590648b08648b 6c84727d08717f7a798275088276866a8b5f0864073f06fb0007090e ND /g 214 RD b4f8f70d9d59158b5d9d65b06d08af6bca7de38b08b98bb290a99508aa94 a3999d9c089e9d99a395a90895a890b98bc808f86507fb1406420761c456 a74b8b084d8b5774615d08615e76488b34088b469b51ab5c08b451c26dd1 8b08c98bbfa7b4c3088c3f05896e8a75878008847b82807f84087a7f7087 678b086e8977917e950882928598889d08fb319e058b848b858b86088c07 09f72ff84915a0a4a698ac8b08ad8ba77ea17108a17196638b55088b597f 64747108756f6e7f6a8b086b8b719876a50876a380b48bc2088bbf96b2a0 a508090e ND /h 112 RD d2f8f70d8af96015fd6007f71d06f798078bb68fac93a10895a2989b9d96 089c97a090a28b089f8b9c879882089983947f907c08907d8e688b5508fb a607f71d06f7c4078bba89ad86a10886a1829f7e9d087f9e779971970873 986e906b8b084c8b56715e56088df79d05fb1e06090e ND /i 39 RD d3f7aa0df71df8e115f71307fb1d06fb1307f71d0609fce104f89b07fb1d 06fc9b07f71d06090e ND /k 53 RD cef8c00df71d16f73a07cacf05f718fb7e05f72706fb51f7dd05f744f752 05fb3c06fb35fb4b05f81007fb1d06fd6007f71d06090e ND /l 21 RD d3f7aa0df71d16f96007fb1d06fd6007f71d06090e ND /m 175 RD c9fa0d0d8b16f71d06f790078bbc8faf92a00892a2979b9c96089c969e91 a08b089d8b998795840895849380907c088f7d8e6a8b5908fbb007f71d06 f78d078bbc8faf93a20891a0989d9c97089c969d919e8b08a68b9e819877 08947d90698b5808fbbc07f71d06f7df078bbd86ae82a1087eaa77a1719a 08709c6b92658b086d8b6f84717d08707e7376746f087ba8779f73990872 986e926a8b084e8b55705e540889d205fb10068afc9b05090e ND /n 114 RD d2f8f70df86df7d6158bb388aa86a00887a1829e7e9c087d9c7999729608 709570916d8b08468b526e5e510889d705fb110689fc9b05f71f0689f77f 058dc48eb392a00891a2989b9e9808a099a091a38b089c8b9c8698820899 83947e917b0891798e688b5308fb9c07f71d06f7d507090e ND /o 142 RD b3f8f70dadf70615a161ac6bb67508b678b87fbb8b08d88bcba5bebf08bc bea5cd8bda088bd772cd59be0859bd4ba53d8b08568b5e8062750862736b 6b7560087461805e8b5d088b519658a2610809f724f79b15a3a6a999af8b 08ae8ba97da37008a56f96648b58088b587f63737008726e6d7e678b0869 8b6c9973a60872a77fb28bbf088bbe97b3a4a608090e ND /p 143 RD cff8f70dfb5904f71d06f79807a56fa478a28008a17ea586a88b08c88bbe a3b5bb08b6bba0ce8be2088be076cc61ba0861bc58a24f8b08688b6c836f 7b086d7b75767a71088dd705fb16068cfd600509f73cf8d815a1a5a798ac 8b08ac8ba57ea17108a16f96638b54088b5280607671087772707e6b8b08 6a8b6f9974a70873a780b68bc6088bbd96b2a1a508090e ND /r 78 RD cdf8190df71df734158be38fc593a70892a6969e98960898969b909e8b08 a18ba084a27c08b5f70c056e9b6d956c8b08748978877a80087880787475 6808d507fb1306fc9b07f71d06f73407090e ND /s 186 RD a2f8c00ddca915b46ec37dd28b08d98bc69cb3ad08b1aea0b48bbb088bb5 7dae6ea3086ea3589f429c08409c61987f9408819287938b95088b969094 9592089c97a48faf8b08a98ba0869b80089b80957c917708f715a3057eb7 73ae68a2086aa35697448b083f89557d686c08666c7a658b5e088b5aa064 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92f8c00df7598a15826e7f737c78087c7973816b8b087a8b778d758f0899 2005a286a688a58b08a78ba28ea091089e8f9d939995089b969797969b08 959b97a297a908ace505f74bf88705fb2206fb0dfc0405fb11f80405fb26 06f75afc9b05090e ND end end put put dup /FontName get exch definefont pop end /FMNJLC+Arial,Bold findfont /Encoding get dup 0 /.notdef put dup 32 /space put dup 46 /period put dup 47 /slash put dup 48 /zero put dup 49 /one put dup 50 /two put dup 51 /three put dup 52 /four put dup 53 /five put dup 54 /six put dup 55 /seven put dup 56 /eight put dup 57 /nine put dup 58 /colon put dup 65 /A put dup 66 /B put dup 67 /C put dup 69 /E put dup 70 /F put dup 71 /G put dup 72 /H put dup 73 /I put dup 75 /K put dup 77 /M put dup 78 /N put dup 79 /O put dup 82 /R put dup 84 /T put dup 87 /W put dup 97 /a put dup 98 /b put dup 99 /c put dup 100 /d put dup 101 /e put dup 102 /f put dup 103 /g put dup 104 /h put dup 105 /i put dup 107 /k put dup 108 /l put dup 109 /m put dup 110 /n put dup 111 /o put dup 112 /p put dup 114 /r put dup 115 /s put dup 116 /t put dup 117 /u put dup 118 /v put dup 119 /w put dup 120 /x put dup 121 /y put pop %%EndResource [/N297/FMNJLC+Arial,Bold 1 TZ %%BeginResource: font FMOEBC+TimesNewRoman,BoldItalic 11 dict begin /FontName /FMOEBC+TimesNewRoman,BoldItalic def /FontMatrix [1 1000 div 0 0 1 1000 div 0 0 ] def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for def /PaintType 0 def /FontType 1 def /FontBBox { 0 0 0 0 } def /FontInfo 1 dict dup begin /OrigFontType /TrueType def end readonly def currentdict end systemdict begin dup /Private 7 dict dup begin /BlueValues [-15 0 600 650] def /MinFeature {16 16} def /password 5839 def /ND {def} def /NP {put} def /lenIV -1 def /RD {string currentfile exch readhexstring pop} def 2 index /CharStrings 256 dict dup begin /.notdef 4 RD 8b8b0d0e ND /.notdef 40 RD f71ff99e0df88716f90507fc8706fd0507f8870609fc77f8f515f86706fc e507fc6706f8e507090e ND /space 5 RD 8bf78e0d0e ND /hyphen 21 RD 91f7e10df73c04f7b206a9f105fbb0066b2505090e ND /period 66 RD 7ef78e0da2f710157c7c83788b75088b7493799b7b089a7a9e84a18b08a2 8b9e939b9b08999a949e8ba1088ba2839d7b9b087c9c7792758b08758b78 837b7b08090e ND /one 122 RD a2f8880df82af93815fb8f4f05907905a28e9c8c938b089c8b9887948208 9382907f8b7c088b858a828983088a8883707b59082bfbde058067827383 8008828181827e86087d8774886a8a08867a05f7e206919c05678d768d84 8d08858f8490859308859388938b93088b948f9d93a808f73af8c0057606 090e ND /two 134 RD 8ff8880df841f74a1574067c6f7c787b82087a826f86628b08fb1506f703 e9d3cdafb108b9bbaab59aac089bab92ad8bad088baf7cae6ca8086ca764 9a5c8b08598b5f7a6669086f7175677a5b089e8305abbbb2a5b88b08a78b a2829e78089e7994738b6d088b6b846c7e6c087d6b6a5e5650084d453d3d 3037087907f7f306d9f74905090e ND /three 227 RD 97f8880df760f7e115a17e9e779970089a72926b8b68088b5d8065756d08 7a767a81778b087b8b7693729c08739c78967f9008838e848d838b087c8b 7e868181088082867e8b7c088b7b927d9981089e7ca984b28b08d48bcca0 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8a978f9f93a708f70ff83d0596b49aa69c99089a99a492ab8b08919c05fb dd06867a05ac89a08694840894858f818b7e088c7c877884720856fb4e05 fb8706c2f74d05090e ND /I 109 RD 68f8190df782f90c15948490818b7f088b7e8777847108fb0efc3c057f5f 7d707c7e087b7e73856a8b08867a05f7dc068f9c056c8c74907f9408828f 86958b97088c968f9f94a908f70df83c0598b698a69a98089b99a191a88b 08929c05fbd806867a05ad89a186948408090e ND /K 246 RD 6bf92f0df91f9c15758c79937d9a087c9a78bb72dc083cf78905f4e905b7 b505a29d9f99a098089e979e949b900897909b8d9e8d08909c05fb8d0686 7a059b89988692840892838f838b81088a82898286830886857978696c08 fb40fb3205b7f7320597b193a5919608959b97989a940894909c8fa08b08 909c05fbcc06867a05a78a9f86958308968390818b80088a80856e7e5f08 fb01fc17057f668372847e08827d82827e85087e837888718a08867a05f7 d506919c056e8d788e809308819585958b99088c978f9f93a608cff78705 d3fb7605936a91748b7c088c7e867f82820881817d86788908877a05f7b2 06919c05090e ND /L 126 RD 6bf8f70df8eff74e157606675a60665872085b71557f558b087a8b7f8e84 9108849087928b92088c9492aa99bd08f703f81a0598b398a69a98089a99 a292aa8c088f9c05fbd006847a05a9889e87958308938491808b7e088b7d 8879847308fb0ffc3f0580617d6f7d7f087b7e75856b8b08867a05f8a706 d4f74e05090e ND /M 179 RD 69fa0d0df744f92b15857a05a48b9e8996860895879881997c08fb24fc7f 058165786f7279087f7e7687718a08857a05f771068d9c05738c76918095 08809485998b9c088c968d9b909d08f713f84d05c6fcc405a106f80cf8ba 05fb0dfc42057d607e717a7d087a7e7184688b08847a05f7df068f9c056e 8c788f819208829386958b97088b978fa093a608f70df83d0597b499a69c 99089b98a392ab8b08929c05fb7e06fbcdfc5c0558f85c05fb7f06090e ND /N 158 RD 6bf9660df73bf92b15877a05a08b9c889685089685987e9b7708fb1cfc77 05807282747e7c087e7c7e817d860883887e89788b08877a05f76c068f9c 05728b78907f9608819685998b9d088a978e998f9a08f712f84c05f7a0fc c8059b06f733f8ba0595b39ba69c98089c99a192a68d08909c05fb640685 7a05a5899c859581089683907d8b7b088b7c897c8679082dfbd705fb61f8 4f05fb6e8c05090e ND /P 186 RD 6df8f70df828f7bc15dd8bcda0bcb508bcb6a3bb8bc3088cc572b65aa808 6b9c5795438b08fb9b06857a05a88a9e86968308968390808b7f088b8087 76836f08fb0efc390581638274858308858281828086087f847889708b08 847a05f7d9068f9c056b8c738f819308839285978b9a088c958e9e93a508 bef74c05b088a987a48b088b06098af7db15948c938b918b08a78ba2839b 7a089d7a92748b6d088c5d7e61726208706169775f8b087c8b7a8c768e08 dbf7ad05090e ND /Q 277 RD c0f9660df7fe9615bca0bcacbbb908bbb8b1c1a7c808a9c999c78bc50889 b282b177af0878af6fa7679f08659f6695638b08478b4575455f08465f53 50614208624176428b43088b6593659c67089d67a26eaa7608a17cac7fb5 8408fb48fb3305947f05a692a48fa38b08aa8bb386be8008bd7fb886b18b 08cf8bc396b8a008b6a1b2aaacb3087e990577787a7f7a84086f7f6d856a 8b086f8b6292589908559964926f8b08778b70886b8408e2d905b78fb194 ac99088a0709f70ef8ea159c77936b8b5e088b437b3a6c30086b2f634659 5c0872736d7f678b086f8b75957a9f087aa082a98bb3088bb994c59dd108 9cd19ec29fb408a0b39eaa9fa1089fa29e9a9d94089d94a190a58b08a38b a0819c7708090e ND /R 210 RD 6bf92f0df7e3f7d7159a8c05e9fbd805f761068c9c056f8c78917f96087e 977eac7bc1084ff75d05c89bb49fa3a208b1af9eb48bb8088ab77cae6ba6 086aa654993c8b08fba506847a05ac899e8693840894848f818b7e088b7d 8878847308fb0ffc3d05805f7d6f7c7e087c8074846b8b08857a05f7d306 919c056c8c758f819308829185968b98088c988fa193a808c5f75d059288 908c8f8b088b0609d1f7c215948b938b918b08a58ba1839b7b089a7a9474 8b6c088a547d616d6a086c6c657a5c8b08848b818b808c08d9f7a405090e ND /S 244 RD 75f8c00df8dcf93a15817f828383870885878289828b087e8b798f709208 5c9866916f8b084c8b5979646708636878608b5a088b6e91719772089c68 a965b76008b760a76a977508987491748b73088b6e807275760876767080 6b8b08698b6e94729c08739c77a37daa087dab82b087b708780650fb9005 9e0698959692948e08938e958d968b089a8ba787b58308b682ae87a78b08 b88bb493af9b08b09da6a29ea9089da895ac8baf088baa84a97da6087ea5 70ac63b0085bba6bae7ea2087da485a28ba3088ba395a19e9e089da0a294 a48b08a68ba383a27a08a17a9d73996c089477916e8f68089c06c2f77505 7606090e ND /T 114 RD dbf8f70da7f879159e06a7bbaaadada008aa9fb696bd8d08fb23fc88057e 5f7d6f7c7e087c7e7385698b08857a05f7dc068f9c056c8c768f81920882 9285958b97088c9a8f9f93a708f722f88905be86ae81a078089d7a97708b 69088b848b838a82089c06bdf74605fca90657fb4705090e ND /a 241 RD 9ff8880df7eef84b15794f0586a8839e8096087f947d91798b08698b687c 656d085e67665b6f50086d4f7e578b5d088b6c926f9872089874a17ea98b 08a28ba0939f9a08afa6afb9b1cc087f6305806886738b7e088b7f907e95 820894809a879d8b08a98ba795a59e08a59ea3aaa2b5087b94057871807c 86870880818286848b08878a898d888e08888e8a8e8b8f088b8e8c8e8c90 0894b305ebf7d905fb0783050933fb8d157969786e7573087c797c837c8b 08858b848f859308869288988b9c088bb798c0a5c808a3cba4b3a19f0895 949690958b08958b9387918308947f8f788b71088a5b7c556c4e088b0609 0e ND /b 172 RD 94f8880df7b7f93a15fb3d6e058877059e8c9b8895840891868f848b8308 8a81877a847308fb2bfc9705c66bc37cc08b08cf8bcba9c2c808cbd0a9d9 8be3088cb181ab79a70878a77099668b08778b7a867b820879827778736f 08e1f7ba056d8c05092dfc3b1597bb97ab969a089aa19e97a08b08988b96 85957f08947f907a8b74088c6184637e62087e617b69786e08766d797879 800881837d887b8b087d8b7f907c9508cef77505090e ND /c 188 RD a5f8500df7add01572807486768b08758b76957a9e08789d83a58bab088b b493b69cb8089db6a3b1aba808a3a3a595a68b08958b938892860891888d 868b85088b8485837f8208787e837c8b79088b7e907f958108958398859a 8b089c8b9b93999a08999a929e8ba1088ba282a0789b08799b6f93668b08 5d8b5c7c5b6d085c6d64626e57086f587c568b56088b7390749674089675 9c79a27e08a080a684a88b08b88bb597b4a208a99caba7abb0087a980577 76737b738008090e ND /d 272 RD 9ff8880df88bf93a15fb3c6e05877805938c918c908b08968a9489928508 90858f848b83088c7e8675816c0864fb0d0580997f958190088092808d7e 8b08728b7184717e08737d6f756f6b086e6c7263755c08765c805b8b5b08 8b64936e9c77089c799f80a38b08a38ba094a29c08a8a3afbab4d3087b59 05837086758b7c088c7a907f968108957f9b879f8b08c08bbfb3b9db0879 94057a737c797f820885858488868b08878c898c888e08898d898f8b8f08 8c9090a196ad08f738f8b6056d0609fb7afc5c156f4f6f616f720880807f 867f8b08858b848f859208869388968b9b088bb698c0a5ca08a4c9a4b5a3 a00896969790968b08958b958693820892838f7c8b77088c667d5a704f08 090e ND /e 205 RD a1f8500df779f75b15af94ab99a89e08a89ea3a39eaa0898a292a28ba308 8b9d849c7d98087d997691708b08558b557b556b08576a60616c56086b54 7c568b56088b69956da07108a071b07ec18b08b88bb194ae9d08b09dafa9 b0b5087c97056d75707974810874817486748b08748b78927d9a087b9a85 9f8ba3088b988c9d8ea008b48eab90a392088a06098af750159fa19d969b 8b08918b93889086088f868e848b82088b75857480730880737e777c7b08 7b797c807b84087b8475856e8708a3daa9c6afb3088b06090e ND /f 253 RD fb34f7e10df885f811159ac5054d069edea5c7abb1089ea39e979e8b088f 8b8e8a8d89088e888c898b87088b878885868208868288828b83088b818f 8193830895819588988b08998b9790949508949590998b9c088b9c849b7d 97087d9975906c8b085b8b5f7d646e08656e665c6849087c73817d808408 81857988738b087c5105c906fb03fc19057a4a8064857c0884757e787a7c 0884858388818b08898b888c898d088a8e058a8c8e8e9090088f928e928b 95088b9787948393088492808f7c8b08798b7d868081088082867f8b7e08 8b7c917f98800899809f86a78b08b58bb397ada208aca1a9afa4bb08a5bb a7d8a9f508cbf77505cb06090e ND /g 376 RD 57f8880df824f850157691728e6f8b08608b64836a7b086a7b71767a7108 7b73826f8b6f088b7092749977089a76a27bab7e08617b6f7a7a7a08787d 83778b75088b7d907f947f08928098829f8008517e657c797a08797a8279 8b77088b709975a67808af71c67eda8b08da8bc59ab0a908b0ab9eae8bb4 088ba584a27c9e087c9e759b6e970877925f974999087a907f9083920885 9089908b91088b8f8d908f900890909994a096089a8a9888978908978a96 8a958b08b28bad93aa9a08ac99a2a09ba4089ba593a68ba9088b9c869e81 9e08cd069dc105fb18067e957e92808e088a06096c6f1594828f7f8b7d08 8b6b84677d64087f657a6e797908808180877e8b087e8b80908294087f94 88988b9b088bac92af98b00897b19ba59c9b08979698909b8b08978b9687 94820809fb26fc5815ba7fab7f9b80089c80937c8b79088b7a8278797c08 787d6e83628b085c8b6794759c08739b819e8ba0088b9e91999699089698 a098aa97089b889c85a185088b06090e ND /h 224 RD 97f8c00df7b5f93a15fb3c6e058777059f8c9a8895850891868f848b8308 8c828779847408fb36fcbb05f70e06b7f72505b6e0b7cab7b308a0a09c94 978b088f8b8e8a8e88088d888d888b87088b858980877d0848fb64058270 87778b7d088b7b917e97810895809c869f8b08a28ba394a49c08a59ba6ab a7b908779605868086858887087e79807e81830888888789878b08878c89 8c898d08888e8a8e8b8e088c8f8e98919d08cef7630594a68fa08b9d088b a1859c7f98087e997d917a8b08778b7685757f08758171746d6a0876746b 5f5e4a08f713f84c056d8c05090e ND /i 184 RD 9ff7aa0df730f925157d7d847a8b77088b77927a997d08997d9c849f8b08 9e8b9c929999089b99919c8b9f088b9f849c7d99087d997a92778b08768b 7a847e7d0809c7fb6015fb3f7005857705928b918b908b08988c93889285 0891868f848b84088a80887a84750840fb7d058577887d8b7f088b78917d 987f08987f9c85a08b08c38bc0b8bde408789505796a78747d7e08868885 88868b088889888d888e0888908a8d8b8f088a928e97919f08f701f7ec05 6c06090e ND /k 203 RD 91f8880df7b8f93a15fb356e05877905998b958a90890890888f888e8608 8d878d858b84088a81887c847408fb35fcbc05f71206bbf73c05c0ba05a3 fb03059759966b967f08958199849c8b089b8b9e93a09c08a9a5a7afa3bb 08799705878488868987087b6f7e7d808b08858a878e879008879382a980 be086cf71805a19f0596949d9ba49e089b979a9496910899929e91a39108 8f9e05fb5b06877805a3899a8892860891888f858b84088a868a87888608 88848381808008676905fb022605f719f861056f06090e ND /l 124 RD 9af7aa0df7aaf93a15fb3e6e058778059f8c9a8895850892868f858b8308 8b83877a847208fb1dfc5605837187778b7f088b7c917d988008987e9c86 a18b08a18ba192a09908aa9ea9adaaba08789305787079767b7f08868685 89858b08898b878c888e08898e898e8b8f088b94909f95ac08f73bf8bd05 6d06090e ND /m 339 RD 95f99e0df77bf85915fb406e058778059d8b978a91890891898f888e8708 8f878c868b86088b7f8674826c082cfbce05f71206b4f71f05acd2afc5b3 bc08a4ac9e9b978b088f898c8b8d89088e898c898b89088a84897f867a08 2dfbd305f71006a9f00595ab94a5959f08959e9da7a6ae08a7b0a0a39a99 0899989694928e08908d908c908b088c8b8e8a8e89088e898c898b89088b 83877b8371084dfb5305836d86778b7d088b7b917f97800898819b859f8b 08a18ba495a69e08a79ea3a9a2b4087a9605858387858887087e7a7f7d7f 82088788888a878b088b8b888c898d08878e8b8d8b8e088b92909c94a608 c5f7470597ac90a68b9f088a9f859c7f98087f977c92798b08778b7c877b 8308737e71756c6a0878756a605e4a08a0d90596a98fa28b9b088a9c8799 82980880977c92768b08798b7886798108788174766f6a0877736d60614b 08cbf766056d06090e ND /n 221 RD 98f8c00df779f85915fb3f6e058778059d8b978a91890892888f888e8708 8f898c858b8508897f8674826c082ffbcd05f71006b7f72505b6e2bccabc b6089e9d9b93998b088f8b8f8a8e88088e888c888b87088d858881867d08 49fb6505827087778b7d088b7b917e97810895809c869f8b08c18bbeb3bb da0878960584828684888708817a7f7e8082088687898b888b08868a8a8d 898e08878c8b8f8b8e088a908e97919d08cef7610593a590a18b9d0889a0 859d7e9908809a7b91798b08778b7685747f08748070746c6a0874766b60 604e08caf766056c06090e ND /o 177 RD a3f8880df754f83d1567796b736f6e086f6d7469796308796482608b5e08 8b65976ba37108a470ad7eb78b08bd8bbb9abba908bbabb2b4a9c008a8be 9ac08bc0088ba585a27fa00881a1799b74970875977391718b08648b6682 66780809f70d7f1593828f7e8b7a088b62845e7e5a087e597a5e76620875 637a707d7f08818580867e8b087f8b8090829508819487988b9a088bc799 cfa8d608a8d7a5bba2a00895939a919c8b08978b9486938208090e ND /p 246 RD fb0ef8880df73df82b15a18b998a918908908a90888e87088c888d868b85 088b7f8775826c08fb0afc2f057f617e6f7d7e087c807a83768a08877905 f79a068f9d0572917b8f849108839288938b95088b9c8fa394ab08a6e305 998598859389089388968a978b08cd8bcaabc4cb08ccd3abde8be8088bad 83a87aa3087aa273976c8b08788b7486758008757f6f76696c08a1db056d 06fb3e700587780509f73c3a159fa29c9b9a93089591968e968b08988b96 85948008938090798b72088b6a876b8369088269806c7e70087e707d757c 7a087d7a7f8081850880848289818b087e8b838e83900884918296819b08 d9f7a605090e ND /r 158 RD 9cf8190df762f85915fb376a05877d05a08b998a928908918891888f8608 8d868e848b82088b84887b8573082efbd805f70b069fcf99b994a40895a4 98a99caf0899af9aa5969a0898999395928f088f8d8e8c8e8b088e8b8d8a 8e89088e898f84917f08937f9485988b08968b9692959908999f93a68bab 088b9d8799839508829581907e8b08768b79827a79086e6b5e3950fb1a08 e2f7a7056a06090e ND /s 230 RD 8bf8190df7f5f85915838081857e8b08838b7f8d7c8f086f92728f778b08 5c8b687f72730870757f6d8b68088b758f79937b089873a36cb16208a86c 9c75937d08927c8f7d8b7c088b7a857e7f8008807f7c86798b087c8b7b90 7a95087b957d98819c08839c80a780b308790675fb36059b0693928f9090 8d088e8e928c938b08958b98899d8608a783a2889e8b08a78ba692a59908 a5989e9e98a20899a191a48ba5088ba185a280a008819f6bb158c2087c9c 829787940885948a958b95088b989096959408949198919a8b08a38ba280 a07508a174976d8e64089b06a2f72b057806090e ND /t 125 RD 9ef7aa0df78ef8d015625d686a6e77086d766979637c08826705c90639fb 9c05816d87738b78088b7a917d978008987f9c86a18b08a58ba694a69d08 a59ea4a7a1b2087b9605766f7a777c800886858589868b08878c888b888d 08888f8a8d8b8e088a948e99919d08e4f7b305c1069dc3055306b5f71905 708a05090e ND /u 214 RD adf8c00df77af85915fb396e05867805998b948a90890891898f888e8708 8b878d878b86088d808675826b084cfb5705837086748b7a088b79917a97 7e08998099849c8b089d8b9e909f96089f96a3a0a8ab089fa2a9b4b5c808 723805837087758b79088a7b917e978108977f9b879f8b08c18bbdb3b8da 087c9605766f7c797f820887878689868b088a8b888c898e08878e8b8e8b 8e088a8d8f9c93a708ecf7d805fb0f87055dfb2905654066556864087370 777e7c8b08888b888c888e08898c8a8d8b8e088b928e95909a08f2f7e005 6e06090e ND /v 163 RD a7f8500df7bdf73015a3a3a1a69ea8089ea999a493a10893a18fa18ba108 8ba1849e7d9b0882967d91798b087a8b7d858080087f7f867d8b7a088b83 8c848e84088e86927f967c08977b907c8b7c088b788273796f08796f6a66 5b5d088ef71f7af7066ae408fb3660057907938c928c918b08938b948991 86089481927f917a089274915c91450891458e558b66088a7e8b768a7008 9d06dbd1cac3b7b7088a06090e ND /w 182 RD a7f92f0df812f85915fb51fba0058cac8ca48b9b088bba88b385ae0889a1 84a382a508fb3c5e057907938c928c908b08958b9488938408948491818e 7e0890738e668b58088b3d8836863108a006f766f7bd05aafbbd05a006f7 13f6dedeafc608adc39ebb8baf088ba3849e7d9c0880967e917a8b08788b 7d85807f088081857c8b7a088b838c838d85088d889083957e08957e9181 8e840890848c848b84088a7883747b6f087a6d6865555b0867f7eb057706 090e ND /y 238 RD 2df8500df70df81915928c918b908b089a8c9685948008977c92738e6908 93fb4e058e578c648b6f088b778a6c89620879797d7f8186088685838a84 8b08828b839280990879a07995778b087c8b7c857f7f08817d847c8b7908 8b7b927b987e08987d9b859e8b08988b998e999108a296a299a19d08a19f a8a8afb508c0cdc4d8c4e508bad1a6bd97a80899a690a58ba1088b9e849b 7e99087e987b92798b087c8b7c857f7f087f7f857d8b7b088b808d838f85 088f8495829b80089980947f8b7e088b7784767d74085f3e634f685d0888 e686e084db0889b584aa82a208879982997f9a08fb295e057807090e ND /idieresis 244 RD a1f7aa0df768f85915fb3c7005857705918b918b908b08968c9388918508 92868e848b84088a80887a84750845fb7d058577887d8b7f088b78917d98 7f08977f9c85a08b08c48bbfb6bce1087b950576697a767d7f0885878688 868b08868c898c888e08888e898e8b8f088d918d98919f08f2f7ef056e06 09fb2ef73b157e7e857c8b79088a79927c987e08977e9b859d8b089c8b9b 919898089798929a8b9d088a9d859a7e98087f987b91798b087a8b7b857f 7e0809f74a167f7e857c8b79088a7a927b987e0896809b849d8b089d8b9a 919898089797929a8b9d088a9e859a7e980880967b92798b08798b7c857e 7e08090e ND end end put put dup /FontName get exch definefont pop end /FMOEBC+TimesNewRoman,BoldItalic findfont /Encoding get dup 0 /.notdef put dup 32 /space put dup 45 /hyphen put dup 46 /period put dup 49 /one put dup 50 /two put dup 51 /three put dup 52 /four put dup 53 /five put dup 65 /A put dup 66 /B put dup 67 /C put dup 68 /D put dup 69 /E put dup 70 /F put dup 71 /G put dup 72 /H put dup 73 /I put dup 75 /K put dup 76 /L put dup 77 /M put dup 78 /N put dup 80 /P put dup 81 /Q put dup 82 /R put dup 83 /S put dup 84 /T put dup 97 /a put dup 98 /b put dup 99 /c put dup 100 /d put dup 101 /e put dup 102 /f put dup 103 /g put dup 104 /h put dup 105 /i put dup 107 /k put dup 108 /l put dup 109 /m put dup 110 /n put dup 111 /o put dup 112 /p put dup 114 /r put dup 115 /s put dup 116 /t put dup 117 /u put dup 118 /v put dup 119 /w put dup 121 /y put dup 239 /idieresis put pop %%EndResource [/N230/FMOEBC+TimesNewRoman,BoldItalic 1 TZ ct_Dict begin ct_MakeOCF begin ct_saveCIDInit %!PS-Adobe-3.0 Resource-CIDFont %%documentNeededResources: procset CIDInit %%IncludeResource: procset CIDInit %BeginResource: CIDFont FMNJHN+TimesNewRoman %Title: (FMNJHN+TimesNewRoman Adobe Identity 0) %%Version: 1 /CIDInit /ProcSet findresource begin 20 dict begin /CIDFontName /FMNJHN+TimesNewRoman def /CIDFontVersion 1 def /CIDFontType 0 def /CIDSystemInfo 3 dict dup begin /Registry (Adobe) def /Ordering (Identity) def /Supplement 0 def end def /CIDMapOffset 0 def /FDBytes 0 def /GDBytes 3 def /FontBBox [-167 -307 1009 1007] def /FontInfo 2 dict dup begin /FSType 4 def /OrigFontType /TrueType def end readonly def /CIDCount 656 def /FDArray 1 array dup 0 %ADOBeginFontDict 10 dict begin /FontType 1 def /PaintType 0 def /FontName /FMNJHN+TimesNewRoman def /FontMatrix [1 1000 div 0 0 1 1000 div 0 0 ] def %ADOBeginPrivateDict /Private 8 dict dup begin /BlueValues [-15 0 600 650] def /MinFeature {16 16} def /LanguageGroup 1 def /password 5839 def /lenIV -1 def end def %ADOEndPrivateDict currentdict end %ADOEndFontDict put def /GlyphDirectory 1 dict def ct_GlyphDirProcs begin GlyphDirectory + 0 | ! end %%BeginData: 21 Binary Bytes (Binary) 0 StartData %%EndData %%EndResource ct_restoreCIDInit /FMNJHN+TimesNewRoman-Identity-H /Identity-H [/FMNJHN+TimesNewRoman] ct_MakeIdentity pop end end %%BeginResource: encoding % Identity-H %PDF_BeginEncoding: N229 (FMNJHN+TimesNewRoman-Identity-H) /N229 (FMNJHN+TimesNewRoman-Identity-H) /Identity-H [ (FMNJHN+TimesNewRoman) ] /Adobe-Identity [ /Serif ] 0 0 TZzero %%EndResource %%BeginResource: file Pscript_CFF PSVER userdict/ct_CffDict 6 dict put ct_CffDict begin/F0Subr{systemdict/internaldict known{1183615869 systemdict/internaldict get exec/FlxProc known{save true}{ false}ifelse}{userdict/internaldict known not{userdict/internaldict{count 0 eq {/internaldict errordict/invalidaccess get exec}if dup type/integertype ne{ /internaldict errordict/invalidaccess get exec}if dup 1183615869 eq{pop 0}{ /internaldict errordict/invalidaccess get exec}ifelse}dup 14 get 1 25 dict put bind executeonly put}if 1183615869 userdict/internaldict get exec/FlxProc known{save true}{false}ifelse}ifelse[systemdict/internaldict known not{100 dict/begin cvx/mtx matrix/def cvx}if systemdict/currentpacking known{ currentpacking true setpacking}if{systemdict/internaldict known{1183615869 systemdict/internaldict get exec dup/$FlxDict known not{dup dup length exch maxlength eq{pop userdict dup/$FlxDict known not{100 dict begin/mtx matrix def dup/$FlxDict currentdict put end}if}{100 dict begin/mtx matrix def dup /$FlxDict currentdict put end}ifelse}if/$FlxDict get begin}if grestore/exdef{ exch def}def/dmin exch abs 100 div def/epX exdef/epY exdef/c4y2 exdef/c4x2 exdef/c4y1 exdef/c4x1 exdef/c4y0 exdef/c4x0 exdef/c3y2 exdef/c3x2 exdef/c3y1 exdef/c3x1 exdef/c3y0 exdef/c3x0 exdef/c1y2 exdef/c1x2 exdef/c2x2 c4x2 def /c2y2 c4y2 def/yflag c1y2 c3y2 sub abs c1x2 c3x2 sub abs gt def/PickCoords{{ c1x0 c1y0 c1x1 c1y1 c1x2 c1y2 c2x0 c2y0 c2x1 c2y1 c2x2 c2y2}{c3x0 c3y0 c3x1 c3y1 c3x2 c3y2 c4x0 c4y0 c4x1 c4y1 c4x2 c4y2}ifelse/y5 exdef/x5 exdef/y4 exdef /x4 exdef/y3 exdef/x3 exdef/y2 exdef/x2 exdef/y1 exdef/x1 exdef/y0 exdef/x0 exdef}def mtx currentmatrix pop mtx 0 get abs 1e-05 lt mtx 3 get abs 1e-05 lt or{/flipXY -1 def}{mtx 1 get abs 1e-05 lt mtx 2 get abs 1e-05 lt or{/flipXY 1 def}{/flipXY 0 def}ifelse}ifelse/erosion 1 def systemdict/internaldict known{ 1183615869 systemdict/internaldict get exec dup/erosion known{/erosion get /erosion exch def}{pop}ifelse}if yflag{flipXY 0 eq c3y2 c4y2 eq or{false PickCoords}{/shrink c3y2 c4y2 eq{0}{c1y2 c4y2 sub c3y2 c4y2 sub div abs}ifelse def/yshrink{c4y2 sub shrink mul c4y2 add}def/c1y0 c3y0 yshrink def/c1y1 c3y1 yshrink def/c2y0 c4y0 yshrink def/c2y1 c4y1 yshrink def/c1x0 c3x0 def/c1x1 c3x1 def/c2x0 c4x0 def/c2x1 c4x1 def/dY 0 c3y2 c1y2 sub round dtransform flipXY 1 eq{exch}if pop abs def dY dmin lt PickCoords y2 c1y2 sub abs .001 gt{ c1x2 c1y2 transform flipXY 1 eq{exch}if/cx exch def/cy exch def/dY 0 y2 c1y2 sub round dtransform flipXY 1 eq{exch}if pop def dY round dup 0 ne{/dY exdef}{ pop dY 0 lt{-1}{1}ifelse/dY exdef}ifelse/erode PaintType 2 ne erosion .5 ge and def erode{/cy cy .5 sub def}if/ey cy dY add def/ey ey ceiling ey sub ey floor add def erode{/ey ey .5 add def}if ey cx flipXY 1 eq{exch}if itransform exch pop y2 sub/eShift exch def/y1 y1 eShift add def/y2 y2 eShift add def/y3 y3 eShift add def}if}ifelse}{flipXY 0 eq c3x2 c4x2 eq or{false PickCoords}{ /shrink c3x2 c4x2 eq{0}{c1x2 c4x2 sub c3x2 c4x2 sub div abs}ifelse def/xshrink {c4x2 sub shrink mul c4x2 add}def/c1x0 c3x0 xshrink def/c1x1 c3x1 xshrink def /c2x0 c4x0 xshrink def/c2x1 c4x1 xshrink def/c1y0 c3y0 def/c1y1 c3y1 def/c2y0 c4y0 def/c2y1 c4y1 def/dX c3x2 c1x2 sub round 0 dtransform flipXY -1 eq{exch} if pop abs def dX dmin lt PickCoords x2 c1x2 sub abs .001 gt{c1x2 c1y2 transform flipXY -1 eq{exch}if/cy exch def/cx exch def/dX x2 c1x2 sub round 0 dtransform flipXY -1 eq{exch}if pop def dX round dup 0 ne{/dX exdef}{pop dX 0 lt{-1}{1}ifelse/dX exdef}ifelse/erode PaintType 2 ne erosion .5 ge and def erode{/cx cx .5 sub def}if/ex cx dX add def/ex ex ceiling ex sub ex floor add def erode{/ex ex .5 add def}if ex cy flipXY -1 eq{exch}if itransform pop x2 sub/eShift exch def/x1 x1 eShift add def/x2 x2 eShift add def/x3 x3 eShift add def}if}ifelse}ifelse x2 x5 eq y2 y5 eq or{x5 y5 lineto}{x0 y0 x1 y1 x2 y2 curveto x3 y3 x4 y4 x5 y5 curveto}ifelse epY epX}systemdict/currentpacking known{exch setpacking}if/exec cvx/end cvx]cvx executeonly exch{pop true exch restore}{systemdict/internaldict known not{1183615869 userdict/internaldict get exec exch/FlxProc exch put true}{1183615869 systemdict/internaldict get exec dup length exch maxlength eq{false}{1183615869 systemdict/internaldict get exec exch/FlxProc exch put true}ifelse}ifelse}ifelse{systemdict /internaldict known{1183615869 systemdict/internaldict get exec/FlxProc get exec}{1183615869 userdict/internaldict get exec/FlxProc get exec}ifelse}if} executeonly def/F1Subr{gsave currentpoint newpath moveto}bind def/F2Subr{ currentpoint grestore gsave currentpoint newpath moveto}bind def/HSSubr{ systemdict/internaldict known not{pop 3}{1183615869 systemdict/internaldict get exec dup/startlock known{/startlock get exec}{dup/strtlck known{/strtlck get exec}{pop 3}ifelse}ifelse}ifelse}bind def end %%EndResource %%BeginResource: font FMNMLF+TT7A28o00 ct_CffDict begin 15 dict begin /FontInfo 10 dict dup begin /BaseFontName (TT7A28o00) def /ItalicAngle 0 def /isFixedPitch false def /UnderlinePosition -100 def /UnderlineThickness 50 def end def /FontName /FMNMLF+TT7A28o00 def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for def /PaintType 0 def /FontType 1 def /FontMatrix [.000488281 0 0 .000488281 0 0 ] def /FontBBox { 0 0 758 1065 } def /StrokeWidth 0 def currentdict end systemdict begin dup /Private 23 dict dup begin /-|{string currentfile exch readhexstring pop}executeonly def /|-{def}executeonly def /|{put}executeonly def /BlueValues [ ] |- /BlueScale 0.039625 def /BlueShift 7 def /BlueFuzz 1 def /ForceBold false def /ForceBoldThreshold 0 def /LanguageGroup 0 def /ExpansionFactor 0.06 def /initialRandomSeed 0 def /lenIV 4 def /MinFeature {16 16} def /password 5839 def /OtherSubrs [ {ct_CffDict/F0Subr get exec}executeonly{ct_CffDict/F1Subr get exec}executeonly{ct_CffDict/F2Subr get exec}executeonly{ct_CffDict/HSSubr get exec}executeonly] |- /Subrs 5 array dup 0 15 -| 68CCB9B7733DBF957B5C4F6827AC8A | dup 1 9 -| 68CCB9B776ADDED836 | dup 2 9 -| 68CCB9B776AC088F04 | dup 3 5 -| 68CCB9B7F6 | dup 4 13 -| 68CCB9B7733AC657EC3EB6EC2F | |- 2 index /CharStrings 3 dict dup begin /.notdef 8 -| 68CCB9B776AA6A61 |- /G20 12 -| 68CCB9B776DE55DE18A1D5C4 |- /Ga7 27 -| 68CCB9B776DBA8F14B505E33A22629BFF4F9DAD23CF9987BC234CD |- end end put put dup/FontName get exch definefont pop end /FMNMLF+TT7A28o00 findfont /Encoding get dup 0 /.notdef put pop end /FMNMLF+TT7A28o00 findfont /Encoding get dup 0 /.notdef put pop %%EndResource [ 1 /Ga7/G20 /N228/FMNMLF+TT7A28o00 -1 TZ %%BeginResource: font FMNLKN+TT7A26o00 ct_CffDict begin 15 dict begin /FontInfo 10 dict dup begin /BaseFontName (TT7A26o00) def /ItalicAngle 0 def /isFixedPitch false def /UnderlinePosition -100 def /UnderlineThickness 50 def end def /FontName /FMNLKN+TT7A26o00 def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for def /PaintType 0 def /FontType 1 def /FontMatrix [.000488281 0 0 .000488281 0 0 ] def /FontBBox { 0 0 1651 1467 } def /StrokeWidth 0 def currentdict end systemdict begin dup /Private 23 dict dup begin /-|{string currentfile exch readhexstring pop}executeonly def /|-{def}executeonly def /|{put}executeonly def /BlueValues [ ] |- /BlueScale 0.039625 def /BlueShift 7 def /BlueFuzz 1 def /ForceBold false def /ForceBoldThreshold 0 def /LanguageGroup 0 def /ExpansionFactor 0.06 def /initialRandomSeed 0 def /lenIV 4 def /MinFeature {16 16} def /password 5839 def /OtherSubrs [ {ct_CffDict/F0Subr get exec}executeonly{ct_CffDict/F1Subr get exec}executeonly{ct_CffDict/F2Subr get exec}executeonly{ct_CffDict/HSSubr get exec}executeonly] |- /Subrs 5 array dup 0 15 -| 68CCB9B7733DBF957B5C4F6827AC8A | dup 1 9 -| 68CCB9B776ADDED836 | dup 2 9 -| 68CCB9B776AC088F04 | dup 3 5 -| 68CCB9B7F6 | dup 4 13 -| 68CCB9B7733AC657EC3EB6EC2F | |- 2 index /CharStrings 3 dict dup begin /.notdef 8 -| 68CCB9B776AA6A61 |- /G71 72 -| 68CCB9B776DE55DE17F868D5D81725907B0D0DAA831F9434044DA24E1720CB4DC00DDA6F 881DAB3487685B8FD77AB54520B75E621B955E6D0616DEC1CA6405F0FD318D35 BDC27CE0 |- /G20 12 -| 68CCB9B776DE55DE18A1D5C4 |- end end put put dup/FontName get exch definefont pop end /FMNLKN+TT7A26o00 findfont /Encoding get dup 0 /.notdef put pop end /FMNLKN+TT7A26o00 findfont /Encoding get dup 0 /.notdef put pop %%EndResource [ 1 /G71/G20 /N226/FMNLKN+TT7A26o00 -1 TZ %%BeginResource: font FMNMKJ+Courier ct_CffDict begin 15 dict begin /FontInfo 15 dict dup begin /Notice (Copyright (c) 1989, 1990, 1991, 1992, 1993, 1996, 1997, 1998 Adobe Systems Incorporated. All Rights Reserved.) def /version (004.000) def /FullName (Courier) def /FamilyName (Courier) def /BaseFontName (Courier) def /Weight (Medium) def /ItalicAngle 0 def /isFixedPitch true def /UnderlinePosition -224 def /UnderlineThickness 52 def end def /FontName /FMNMKJ+Courier def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for def /PaintType 0 def /FontType 1 def /FontMatrix [.001 0 0 .001 0 0 ] def /FontBBox { -28 -250 628 805 } def /StrokeWidth 0 def currentdict end systemdict begin dup /Private 29 dict dup begin /-|{string currentfile exch readhexstring pop}executeonly def /|-{def}executeonly def /|{put}executeonly def /BlueValues [ -14 0 572 585 434 448 782 803 626 626 ] def /OtherBlues [ 236 243 344 344 -195 -193 ] def /FamilyBlues [ -14 0 572 585 434 448 782 803 626 626 ] def /FamilyOtherBlues [ 236 243 344 344 -195 -193 ] def /StdHW [ 55 ] def /StdVW [ 55 ] def /BlueScale 0.039625 def /BlueShift 7 def /BlueFuzz 1 def /ForceBold false def /ForceBoldThreshold 0 def /LanguageGroup 0 def /ExpansionFactor 0.06 def /initialRandomSeed 0 def /lenIV 4 def /MinFeature {16 16} def /password 5839 def /Erode{ 6.875 dup 3 -1 roll 0.1 mul exch 0.5 sub mul cvi sub dup mul 55 0 dtransform dup mul exch dup mul add le{pop pop 1.0 1.0}{pop pop 0.0 1.5}ifelse}def /OtherSubrs [ {ct_CffDict/F0Subr get exec}executeonly{ct_CffDict/F1Subr get exec}executeonly{ct_CffDict/F2Subr get exec}executeonly{ct_CffDict/HSSubr get exec}executeonly] |- /Subrs 5 array dup 0 15 -| 68CCB9B7733DBF957B5C4F6827AC8A | dup 1 9 -| 68CCB9B776ADDED836 | dup 2 9 -| 68CCB9B776AC088F04 | dup 3 5 -| 68CCB9B7F6 | dup 4 13 -| 68CCB9B7733AC657EC3EB6EC2F | |- 2 index /CharStrings 2 dict dup begin /.notdef 9 -| 68CCB9B776D9A12F95 |- /o 87 -| 68CCB9B776D9A12FE4DE657BCC0EDFE7A0E8A98D9B78FB09F97D3631A8CB64B9A363771F 9988DF453DFEFD424C9F5B1C4782866F37002A0FD92AF5A33F880F6008AB8F50 FC569F0431D7FF1AA00E89B3980F9AF2768521 |- end end put put dup/FontName get exch definefont pop end /FMNMKJ+Courier findfont /Encoding get dup 0 /.notdef put pop end /FMNMKJ+Courier findfont /Encoding get dup 0 /.notdef put dup 111 /o put pop %%EndResource [/N227/FMNMKJ+Courier 1 TZ %%BeginResource: font FMNJPC+TT7A24o00 ct_CffDict begin 15 dict begin /FontInfo 10 dict dup begin /BaseFontName (TT7A24o00) def /ItalicAngle 0 def /isFixedPitch false def /UnderlinePosition -100 def /UnderlineThickness 50 def end def /FontName /FMNJPC+TT7A24o00 def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for def /PaintType 0 def /FontType 1 def /FontMatrix [.000488281 0 0 .000488281 0 0 ] def /FontBBox { 0 -21 1516 1372 } def /StrokeWidth 0 def currentdict end systemdict begin dup /Private 23 dict dup begin /-|{string currentfile exch readhexstring pop}executeonly def /|-{def}executeonly def /|{put}executeonly def /BlueValues [ ] |- /BlueScale 0.039625 def /BlueShift 7 def /BlueFuzz 1 def /ForceBold false def /ForceBoldThreshold 0 def /LanguageGroup 0 def /ExpansionFactor 0.06 def /initialRandomSeed 0 def /lenIV 4 def /MinFeature {16 16} def /password 5839 def /OtherSubrs [ {ct_CffDict/F0Subr get exec}executeonly{ct_CffDict/F1Subr get exec}executeonly{ct_CffDict/F2Subr get exec}executeonly{ct_CffDict/HSSubr get exec}executeonly] |- /Subrs 5 array dup 0 15 -| 68CCB9B7733DBF957B5C4F6827AC8A | dup 1 9 -| 68CCB9B776ADDED836 | dup 2 9 -| 68CCB9B776AC088F04 | dup 3 5 -| 68CCB9B7F6 | dup 4 13 -| 68CCB9B7733AC657EC3EB6EC2F | |- 2 index /CharStrings 2 dict dup begin /.notdef 8 -| 68CCB9B776AA6A61 |- /Ge3 333 -|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|- end end put put dup/FontName get exch definefont pop end /FMNJPC+TT7A24o00 findfont /Encoding get dup 0 /.notdef put pop end /FMNJPC+TT7A24o00 findfont /Encoding get dup 0 /.notdef put pop %%EndResource [ 1 /Ge3 /N302/FMNJPC+TT7A24o00 -1 TZ PDFVars/TermAll get exec end end %%EndSetup %%Page: 1 1 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.8 Tw ( 1 )Tj /N297 1 Tf 15.96001 0 0 15.96001 156.5206 605.4803 Tm -0.0005 Tc 0.0009 Tw (Interface agents: A)Tj [29.89999 ]TJ ( rev)Tj [21.8 ]TJ (i)Tj [-0.89999 ]TJ (ew)Tj 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A history)Tj [29.7 ]TJ ( of ag)Tj [9.7 ]TJ (ent sy)Tj [29.7 ]TJ (stems from their birth in )Tj [10 ]TJ (the )Tj [10 ]TJ (1960\222s )Tj T* -0.0007 Tc 0.0507 Tw (to )Tj [-10 ]TJ (the )Tj [-10 ]TJ (current )Tj [-10 ]TJ (day)Tj [29.3 ]TJ ( )Tj [-10 ]TJ (is )Tj [-10 ]TJ (described, )Tj [-10 ]TJ (along)Tj [9.3 ]TJ ( )Tj [-10 ]TJ (with the issues they)Tj [29.3 ]TJ ( try)Tj [29.3 ]TJ ( to address. A tax)Tj [-10.7 ]TJ (onomy)Tj [29.3 ]TJ ( )Tj T* -0.0016 Tc 0.3616 Tw (of i)Tj [-3.8 ]TJ (n)Tj [-1.60001 ]TJ (t)Tj [-3.8 ]TJ (e)Tj [2.2 ]TJ (rface ag)Tj [8.39999 ]TJ (ent)Tj [-3.8 ]TJ ( sy)Tj [28.39999 ]TJ (st)Tj [-3.8 ]TJ (em)Tj [-3.8 ]TJ (s i)Tj [-3.8 ]TJ (s)Tj [-2.39999 ]TJ ( present)Tj [-3.8 ]TJ (e)Tj [2.2 ]TJ (d, and )Tj [10 ]TJ (t)Tj [-3.8 ]TJ (oday)Tj [28.39999 ]TJ (\222)Tj [1.39999 ]TJ (s )Tj [10 ]TJ (ag)Tj [8.39999 ]TJ (ent)Tj [-3.8 ]TJ ( )Tj [10 ]TJ (sy)Tj [28.39999 ]TJ (st)Tj [-3.8 ]TJ (em)Tj [-3.8 ]TJ (s )Tj [10 ]TJ (cat)Tj [-3.8 ]TJ (eg)Tj [8.39999 ]TJ (ori)Tj [-3.8 ]TJ (z)Tj [-7.8 ]TJ (ed )Tj T* -0.0007 Tc 0.4507 Tw (according)Tj [9.3 ]TJ (l)Tj [-2.89999 ]TJ (y)Tj [29.3 ]TJ (.)Tj [-0.7 ]TJ ( )Tj [-10 ]TJ (L)Tj [20.10001 ]TJ (a)Tj [3.10001 ]TJ (stly)Tj [29.3 ]TJ (, )Tj [-10 ]TJ (an )Tj [-10 ]TJ (analy)Tj [29.3 ]TJ (s)Tj [-1.5 ]TJ (is )Tj [-10 ]TJ (of the machine learning)Tj [9.3 ]TJ ( and user modelling)Tj [9.3 ]TJ ( )Tj T* -0.0005 Tc 0.0005 Tw (techniques used by)Tj [29.5 ]TJ ( today)Tj [29.5 ]TJ (\222)Tj [2.5 ]TJ (s ag)Tj [9.5 ]TJ (ents is presented. )Tj /N297 1 Tf 0 -2.17 TD 0.00079 Tc 0 Tw (Key)Tj [27 ]TJ (w)Tj [-21.39999 ]TJ (ords )Tj /N296 1 Tf 0 -1.63 TD -0.002 Tc 0.002 Tw (Ag)Tj [8 ]TJ (ent)Tj [-4.2 ]TJ (s)Tj [-2.8 ]TJ (, i)Tj [-4.2 ]TJ (n)Tj [-2 ]TJ (t)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ (rface ag)Tj [8 ]TJ (ent)Tj [-4.2 ]TJ (s)Tj [-2.8 ]TJ (, survey)Tj [28 ]TJ (, revi)Tj [-4.2 ]TJ (ew )Tj ET PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 2 2 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.8 Tw ( 2 )Tj /N297 1 Tf 0 59.53 TD 0.0004 Tc 0.0018 Tw (Table of Contents )Tj /N296 1 Tf 0 -1.63 TD -0.00011 Tc 0 Tw (Abstract)Tj [-212.3 ]TJ 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(........................................................................\ ..........15 )Tj -1.02 -1.14999 TD 0 Tc 0 Tw (5.2 )Tj [-1510 ]TJ (Classification of a)Tj [-6.2 ]TJ (g)Tj [10 ]TJ (ent s)Tj [-20.8 ]TJ (y)Tj [10 ]TJ (stems)Tj [-170.8 ]TJ (....................................................................17 )Tj -0.99001 -1.14999 TD 1.25999 Tw (6 Conclusions)Tj [-130.8 ]TJ (........................................................................\ ..................................18 )Tj T* -0.0002 Tc 0.0002 Tw (7 )Tj [-1260 ]TJ (Glossar)Tj [-17.2 ]TJ (y)Tj [19.8 ]TJ ( of machin)Tj [-10.2 ]TJ (e lear)Tj [-7.2 ]TJ (ning)Tj [9.8 ]TJ ( terminolo)Tj [-10.2 ]TJ (g)Tj [-10.2 ]TJ (y)Tj [-130.2 ]TJ (..........................................................20 )Tj T* 1.26019 Tw (8 Referen)Tj [-10.2 ]TJ (ces)Tj [-151 ]TJ (........................................................................\ ....................................23 )Tj T* 0 Tc 0 Tw ( )Tj /N297 1 Tf 0 -2.17 TD 0.0013 Tc 0.0009 Tw (Table of Figures )Tj 0 -1.64999 TD 0.00211 Tc 0.00011 Tw (Figure 1 Cl)Tj [9.89999 ]TJ (ass)Tj [8.3 ]TJ (if)Tj [5.10001 ]TJ (icat)Tj [5.10001 ]TJ (io)Tj [12.89999 ]TJ (n of)Tj [5.10001 ]TJ ( agent)Tj [5.10001 ]TJ ( s)Tj [-11.7 ]TJ (y)Tj [28.3 ]TJ (st)Tj [5.10001 ]TJ (ems)Tj [-71.7 ]TJ (...................................................17)Tj /N296 1 Tf 34.59 0 TD 0 Tc 0 Tw ( )Tj /N297 1 Tf 14.03999 0 0 14.03999 89.92059 382.0403 Tm -0.00191 Tc 0.707 Tw (1 I)Tj [-6.10001 ]TJ (n)Tj [2.10001 ]TJ (tr)Tj [-5.89999 ]TJ (oducti)Tj [-6.10001 ]TJ (on )Tj /N296 1 Tf 12 0 0 12 89.92059 362.1203 Tm -0.00121 Tc 0.11121 Tw (The 1990\222s have seen the dawn of a new paradig)Tj [8.8 ]TJ (m)Tj [-3.39999 ]TJ ( in computing)Tj [8.8 ]TJ ( - software ag)Tj [8.8 ]TJ (ents. )Tj 0 -1.14999 TD -0.0023 Tc 0.3423 Tw (Many)Tj [27.7 ]TJ ( researchers are current)Tj [-4.5 ]TJ (l)Tj [-4.5 ]TJ (y)Tj [27.7 ]TJ ( act)Tj [-4.5 ]TJ (i)Tj [-4.5 ]TJ (v)Tj [-2.3 ]TJ (e i)Tj [-4.5 ]TJ (n)Tj [-2.3 ]TJ ( t)Tj [-4.5 ]TJ (h)Tj [-2.3 ]TJ (i)Tj [-4.5 ]TJ (s)Tj [-3.10001 ]TJ ( vi)Tj [-4.5 ]TJ (brant)Tj [-4.5 ]TJ ( area, drawi)Tj [-4.5 ]TJ (n)Tj [-2.3 ]TJ (g)Tj [7.7 ]TJ ( from)Tj [-4.5 ]TJ ( m)Tj [-4.5 ]TJ (o)Tj [-2.3 ]TJ (re )Tj T* 0.0014 Tc 0.3886 Tw (tr)Tj [4.39999 ]TJ (a)Tj [5.2 ]TJ (d)Tj [1.39999 ]TJ (itiona)Tj [5.2 ]TJ (l )Tj [-10 ]TJ (r)Tj [4.39999 ]TJ (e)Tj [5.2 ]TJ (se)Tj [5.2 ]TJ (a)Tj [5.2 ]TJ (r)Tj [4.39999 ]TJ (c)Tj [5.2 ]TJ (h)Tj [1.39999 ]TJ ( )Tj [-10 ]TJ (within the)Tj [5.2 ]TJ ( a)Tj [5.2 ]TJ (r)Tj [4.39999 ]TJ (tif)Tj [4.39999 ]TJ (ic)Tj [5.2 ]TJ (ia)Tj [5.2 ]TJ (l inte)Tj [5.2 ]TJ (llig)Tj [11.39999 ]TJ (e)Tj [5.2 ]TJ (n)Tj [1.39999 ]TJ (c)Tj [5.2 ]TJ (e)Tj [5.2 ]TJ ( \()Tj [4.39999 ]TJ (A)Tj [3.60001 ]TJ (I)Tj [24.39999 ]TJ (\))Tj [4.39999 ]TJ ( a)Tj [5.2 ]TJ (nd huma)Tj [5.2 ]TJ (n)Tj [1.39999 ]TJ ( c)Tj [5.2 ]TJ (o)Tj [1.39999 ]TJ (mpute)Tj [5.2 ]TJ (r)Tj [4.39999 ]TJ ( )Tj T* 0.0009 Tc 0.03909 Tw (inte)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (a)Tj [4.7 ]TJ (c)Tj [4.7 ]TJ (tion )Tj [-10 ]TJ (\()Tj [3.89999 ]TJ (H)Tj [3.10001 ]TJ (CI)Tj [23.89999 ]TJ (\))Tj [3.89999 ]TJ ( )Tj [-10 ]TJ (c)Tj [4.7 ]TJ (o)Tj [0.89999 ]TJ (mmunitie)Tj [4.7 ]TJ (s. Ka)Tj [4.7 ]TJ (y)Tj [30.89999 ]TJ ( [24] a)Tj [4.7 ]TJ (nd othe)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (s)Tj [0.10001 ]TJ ( a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (g)Tj [10.89999 ]TJ (u)Tj [0.89999 ]TJ (e)Tj [4.7 ]TJ ( tha)Tj [4.7 ]TJ (t)Tj [-1.3 ]TJ ( one)Tj [4.7 ]TJ ( a)Tj [4.7 ]TJ (s)Tj [0.10001 ]TJ (pe)Tj [4.7 ]TJ (c)Tj [4.7 ]TJ (t)Tj [-1.3 ]TJ ( of)Tj [3.89999 ]TJ ( sof)Tj [3.89999 ]TJ (t)Tj [-1.3 ]TJ (wa)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ ( )Tj T* -0.00169 Tc 0.0517 Tw (ag)Tj [8.3 ]TJ (ent)Tj [-3.89999 ]TJ ( )Tj [-10 ]TJ (sy)Tj [28.3 ]TJ (st)Tj [-3.89999 ]TJ (em)Tj [-3.89999 ]TJ (s, )Tj [-10 ]TJ (t)Tj [-3.89999 ]TJ (h)Tj [-1.7 ]TJ (e i)Tj [-3.89999 ]TJ (n)Tj [-1.7 ]TJ (t)Tj [-3.89999 ]TJ (e)Tj [2.10001 ]TJ (rface ag)Tj [8.3 ]TJ (ent)Tj [-3.89999 ]TJ (,)Tj [-1.7 ]TJ ( has t)Tj [-3.89999 ]TJ (h)Tj [-1.7 ]TJ (e pot)Tj [-3.89999 ]TJ (ent)Tj [-3.89999 ]TJ (i)Tj [-3.89999 ]TJ (a)Tj [2.10001 ]TJ (l)Tj [-3.89999 ]TJ ( t)Tj [-3.89999 ]TJ (o)Tj [-1.7 ]TJ ( revol)Tj [-3.89999 ]TJ (ut)Tj [-3.89999 ]TJ (i)Tj [-3.89999 ]TJ (oni)Tj [-3.89999 ]TJ (z)Tj [-7.89999 ]TJ (e)Tj [2.10001 ]TJ ( com)Tj [-3.89999 ]TJ (put)Tj [-3.89999 ]TJ (i)Tj [-3.89999 ]TJ (n)Tj [-1.7 ]TJ (g)Tj [8.3 ]TJ ( as we )Tj T* -0.00031 Tc 0.2403 Tw (know )Tj [-10 ]TJ (it, allowing)Tj [9.7 ]TJ ( us to advance from direct manipulation of sy)Tj [29.7 ]TJ (stems to indirect )Tj T* 0.0011 Tc 0.15891 Tw (inte)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (a)Tj [4.89999 ]TJ (c)Tj [4.89999 ]TJ (tion with a)Tj [4.89999 ]TJ (g)Tj [11.10001 ]TJ (e)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ (ts. Re)Tj [4.89999 ]TJ (moving)Tj [11.10001 ]TJ ( the)Tj [4.89999 ]TJ ( r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (quir)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (me)Tj [4.89999 ]TJ (nt f)Tj [4.10001 ]TJ (o)Tj [1.10001 ]TJ (r)Tj [4.10001 ]TJ ( pe)Tj [4.89999 ]TJ (ople)Tj [4.89999 ]TJ ( to ma)Tj [4.89999 ]TJ (na)Tj [4.89999 ]TJ (g)Tj [11.10001 ]TJ (e)Tj [4.89999 ]TJ ( the)Tj [4.89999 ]TJ ( sma)Tj [4.89999 ]TJ (ll )Tj T* -0.0018 Tc 0.4218 Tw (det)Tj [-4 ]TJ (a)Tj [2 ]TJ (i)Tj [-4 ]TJ (l)Tj [-4 ]TJ (s)Tj [-2.60001 ]TJ ( of a t)Tj [-4 ]TJ (a)Tj [2 ]TJ (sk l)Tj [-4 ]TJ (i)Tj [-4 ]TJ (b)Tj [-1.8 ]TJ (erat)Tj [-4 ]TJ (es i)Tj [-4 ]TJ (ndi)Tj [-4 ]TJ (vi)Tj [-4 ]TJ (dual)Tj [-4 ]TJ (s)Tj [-2.60001 ]TJ (, )Tj [10 ]TJ (em)Tj [-4 ]TJ (poweri)Tj [-4 ]TJ (n)Tj [-1.8 ]TJ (g)Tj [8.2 ]TJ ( )Tj [10 ]TJ (t)Tj [-4 ]TJ (h)Tj [-1.8 ]TJ (em)Tj [-4 ]TJ ( )Tj [10 ]TJ (t)Tj [-4 ]TJ (o)Tj [-1.8 ]TJ ( )Tj [10 ]TJ (accom)Tj [-4 ]TJ (p)Tj [-1.8 ]TJ (l)Tj [-4 ]TJ (i)Tj [-4 ]TJ (s)Tj [-2.60001 ]TJ (h )Tj [10 ]TJ (g)Tj [8.2 ]TJ (o)Tj [-1.8 ]TJ (al)Tj [-4 ]TJ (s )Tj T* -0.00101 Tc 0.00101 Tw (otherwise requiring)Tj [9 ]TJ ( ex)Tj [-11 ]TJ (perts. )Tj 0 -2.14999 TD 0.0007 Tc 0.14931 Tw (Now, )Tj [-10 ]TJ (this ma)Tj [4.5 ]TJ (y)Tj [30.7 ]TJ ( be)Tj [4.5 ]TJ ( the)Tj [4.5 ]TJ ( f)Tj [3.7 ]TJ (u)Tj [0.7 ]TJ (tur)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ ( of)Tj [3.7 ]TJ ( c)Tj [4.5 ]TJ (o)Tj [0.7 ]TJ (mputing)Tj [10.7 ]TJ ( but sof)Tj [3.7 ]TJ (t)Tj [-1.5 ]TJ (wa)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ ( a)Tj [4.5 ]TJ (g)Tj [10.7 ]TJ (e)Tj [4.5 ]TJ (n)Tj [0.7 ]TJ (ts or)Tj [3.7 ]TJ (ig)Tj [10.7 ]TJ (ina)Tj [4.5 ]TJ (t)Tj [-1.5 ]TJ (e)Tj [4.5 ]TJ (d)Tj [0.7 ]TJ ( f)Tj [3.7 ]TJ (r)Tj [3.7 ]TJ (o)Tj [0.7 ]TJ (m the)Tj [4.5 ]TJ ( )Tj 0 -1.14999 TD -0.0007 Tc 0.0607 Tw (field )Tj [-10 ]TJ (of )Tj [-10 ]TJ (artificial )Tj [-10 ]TJ (intellig)Tj [9.3 ]TJ (ence, )Tj [-10 ]TJ (back )Tj [-10 ]TJ (in the 1950\222s. The nex)Tj [-10.7 ]TJ (t)Tj [-2.89999 ]TJ ( section describes some of )Tj T* -0.00101 Tc 0.00101 Tw (the important landmarks that happened along)Tj [9 ]TJ ( the way)Tj [29 ]TJ ( to where we are today)Tj [29 ]TJ (.)Tj [-1 ]TJ ( )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 3 3 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.8 Tw ( 3 )Tj /N297 1 Tf 14.03999 0 0 14.03999 89.92059 757.0403 Tm -0.0005 Tc 0.0047 Tw (2 )Tj [-700.89999 ]TJ (History)Tj [34.3 ]TJ ( of softw)Tj [-26.10001 ]TJ (are agents )Tj /N296 1 Tf 12 0 0 12 89.92059 737.1203 Tm 0.00079 Tc 0.15919 Tw (Ala)Tj [4.60001 ]TJ (n)Tj [0.8 ]TJ ( )Tj [-10 ]TJ (Tur)Tj [3.8 ]TJ (i)Tj [-1.39999 ]TJ (ng)Tj [10.8 ]TJ (, )Tj [-10 ]TJ (f)Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (mous )Tj [-10 ]TJ (f)Tj [3.8 ]TJ (o)Tj [0.8 ]TJ (r)Tj [3.8 ]TJ ( )Tj [-10 ]TJ (his wor)Tj [3.8 ]TJ (k)Tj [0.8 ]TJ ( on c)Tj [4.60001 ]TJ (o)Tj [0.8 ]TJ (mputa)Tj [4.60001 ]TJ (b)Tj [0.8 ]TJ (ility)Tj [30.8 ]TJ ( [76], pose)Tj [4.60001 ]TJ (d)Tj [0.8 ]TJ ( the)Tj [4.60001 ]TJ ( que)Tj [4.60001 ]TJ (stion \223)Tj [4.7 ]TJ (C)Tj [-2.2 ]TJ (a)Tj [4.60001 ]TJ (n)Tj [0.8 ]TJ ( )Tj 0 -1.14999 TD -0.0016 Tc 0.1516 Tw (m)Tj [-3.8 ]TJ (achi)Tj [-3.8 ]TJ (n)Tj [-1.60001 ]TJ (es t)Tj [-3.8 ]TJ (h)Tj [-1.60001 ]TJ (i)Tj [-3.8 ]TJ (nk?)Tj [-17.8 ]TJ (\224 [)Tj [-8.60001 ]TJ (77])Tj [-8.60001 ]TJ (. Hi)Tj [-3.8 ]TJ (s t)Tj [-3.8 ]TJ (e)Tj [2.2 ]TJ (st)Tj [-3.8 ]TJ (, where a )Tj [10 ]TJ (person )Tj [10 ]TJ (com)Tj [-3.8 ]TJ (m)Tj [-3.8 ]TJ (uni)Tj [-3.8 ]TJ (cat)Tj [-3.8 ]TJ (es )Tj [10 ]TJ (vi)Tj [-3.8 ]TJ (a )Tj [10 ]TJ (a )Tj [10 ]TJ (Tel)Tj [-3.8 ]TJ (e)Tj [2.2 ]TJ (t)Tj [-3.8 ]TJ (y)Tj [28.39999 ]TJ (pe )Tj [10 ]TJ (wi)Tj [-3.8 ]TJ (t)Tj [-3.8 ]TJ (h)Tj [-1.60001 ]TJ ( )Tj T* -0.00101 Tc 0.19099 Tw (either a person or a computer, became known as the Turing)Tj [9 ]TJ ( test. The Turing)Tj [9 ]TJ ( test )Tj T* 0.041 Tw (requires )Tj [-10 ]TJ (a )Tj [-10 ]TJ (conversational computer to be capable of fooling)Tj [9 ]TJ ( a human at the other end. )Tj T* 0.00121 Tc -0.00121 Tw (I)Tj [24.2 ]TJ (t)Tj [-1 ]TJ ( is the)Tj [5 ]TJ ( Tur)Tj [4.2 ]TJ (i)Tj [-1 ]TJ (ng)Tj [11.2 ]TJ ( te)Tj [5 ]TJ (st tha)Tj [5 ]TJ (t)Tj [-1 ]TJ ( inspir)Tj [4.2 ]TJ (e)Tj [5 ]TJ (d)Tj [1.2 ]TJ ( the)Tj [5 ]TJ ( bir)Tj [4.2 ]TJ (t)Tj [-1 ]TJ (h of)Tj [4.2 ]TJ ( the)Tj [5 ]TJ ( a)Tj [5 ]TJ (r)Tj [4.2 ]TJ (tif)Tj [4.2 ]TJ (ic)Tj [5 ]TJ (ia)Tj [5 ]TJ (l inte)Tj [5 ]TJ (llig)Tj [11.2 ]TJ (e)Tj [5 ]TJ (n)Tj [1.2 ]TJ (c)Tj [5 ]TJ (e)Tj [5 ]TJ ( c)Tj [5 ]TJ (o)Tj [1.2 ]TJ (mmunity)Tj [31.2 ]TJ (. )Tj 0 -2.14999 TD -0.0005 Tc 0.0905 Tw (The discipline of artificial intellig)Tj [9.5 ]TJ (ence \(AI)Tj [22.5 ]TJ (\))Tj [2.5 ]TJ ( was born in the 1950\222s. Marvin )Tj [10 ]TJ (Minsky)Tj [29.5 ]TJ (, )Tj 0 -1.14999 TD 0.00079 Tc 0.2592 Tw (a)Tj [4.60001 ]TJ (f)Tj [3.8 ]TJ (te)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ ( some)Tj [4.60001 ]TJ ( wor)Tj [3.8 ]TJ (k)Tj [0.8 ]TJ ( with ne)Tj [4.60001 ]TJ (ur)Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (l)Tj [-1.39999 ]TJ ( ne)Tj [4.60001 ]TJ (twor)Tj [3.8 ]TJ (ks \()Tj [3.8 ]TJ (d)Tj [0.8 ]TJ (e)Tj [4.60001 ]TJ (e)Tj [4.60001 ]TJ (m)Tj [-1.39999 ]TJ (e)Tj [4.60001 ]TJ (d)Tj [0.8 ]TJ ( a)Tj [4.60001 ]TJ ( f)Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (ilur)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ ( a)Tj [4.60001 ]TJ (t)Tj [-1.39999 ]TJ ( )Tj [10 ]TJ (the)Tj [4.60001 ]TJ ( )Tj [10 ]TJ (time)Tj [4.60001 ]TJ ( )Tj [10 ]TJ (due)Tj [4.60001 ]TJ ( )Tj [10 ]TJ (to )Tj [10 ]TJ (the)Tj [4.60001 ]TJ ( )Tj T* -0.00031 Tc 0.1503 Tw (difficulty)Tj [29.7 ]TJ ( )Tj [-10 ]TJ (of )Tj [-10 ]TJ (learning)Tj [9.7 ]TJ ( )Tj [-10 ]TJ (weig)Tj [9.7 ]TJ (hts\), teamed up with J)Tj [-11.10001 ]TJ (ohn McCarthy)Tj [29.7 ]TJ ( at MI)Tj [22.7 ]TJ (T to work on )Tj T* -0.0006 Tc 0.1006 Tw (sy)Tj [29.39999 ]TJ (mbolic )Tj [-10 ]TJ (search-based )Tj [-10 ]TJ (sy)Tj [29.39999 ]TJ (stems. )Tj [-10 ]TJ (At the same time at Carneg)Tj [9.39999 ]TJ (ie-Mellon, Allen Newell )Tj T* -0.0009 Tc 0.3409 Tw (and Herbert Simon were successfully)Tj [29.10001 ]TJ ( ex)Tj [-10.89999 ]TJ (ploring)Tj [9.10001 ]TJ ( heuristic search to prove log)Tj [9.10001 ]TJ (i)Tj [-3.10001 ]TJ (c )Tj T* -0.0005 Tc 0.19051 Tw (theorems. I)Tj [22.5 ]TJ (n)Tj [-0.5 ]TJ (itial successes thus led to heuristic search )Tj [10 ]TJ (of )Tj [10 ]TJ (sy)Tj [29.5 ]TJ (mbolic )Tj [10 ]TJ (representations )Tj T* 0.0005 Tc -0.0005 Tw (be)Tj [4.3 ]TJ (c)Tj [4.3 ]TJ (o)Tj [0.5 ]TJ (ming)Tj [10.5 ]TJ ( the)Tj [4.3 ]TJ ( domina)Tj [4.3 ]TJ (n)Tj [0.5 ]TJ (t a)Tj [4.3 ]TJ (ppr)Tj [3.5 ]TJ (oa)Tj [4.3 ]TJ (c)Tj [4.3 ]TJ (h)Tj [0.5 ]TJ ( to AI)Tj [23.5 ]TJ (. )Tj 0 -2.14999 TD -0.0006 Tc 0.1306 Tw (The )Tj [-10 ]TJ (1960\222s )Tj [-10 ]TJ (saw )Tj [-10 ]TJ (much prog)Tj [9.39999 ]TJ (ress. Now at Stanford, McCarthy)Tj [29.39999 ]TJ ( [)Tj [-7.60001 ]TJ (38])Tj [-7.60001 ]TJ ( had just invented )Tj 0 -1.14999 TD -0.00011 Tc 0.33009 Tw (L)Tj [20.7 ]TJ (I)Tj [22.89999 ]TJ (SP )Tj [-10 ]TJ (and )Tj [-10 ]TJ (set )Tj [-10 ]TJ (about representing)Tj [9.89999 ]TJ ( the world with sy)Tj [29.89999 ]TJ (mbols, using)Tj [9.89999 ]TJ ( log)Tj [9.89999 ]TJ (i)Tj [-2.3 ]TJ (c to solve )Tj T* 0.00121 Tc 0.1788 Tw (pr)Tj [4.2 ]TJ (oble)Tj [5 ]TJ (m)Tj [-1 ]TJ (s [39]. At the)Tj [5 ]TJ ( sa)Tj [5 ]TJ (me)Tj [5 ]TJ ( time)Tj [5 ]TJ ( Ne)Tj [5 ]TJ (we)Tj [5 ]TJ (ll [50] c)Tj [5 ]TJ (r)Tj [4.2 ]TJ (e)Tj [5 ]TJ (a)Tj [5 ]TJ (t)Tj [-1 ]TJ (e)Tj [5 ]TJ (d)Tj [1.2 ]TJ ( the)Tj [5 ]TJ ( )Tj [10 ]TJ (Ge)Tj [5 ]TJ (ne)Tj [5 ]TJ (r)Tj [4.2 ]TJ (a)Tj [5 ]TJ (l )Tj [10 ]TJ (Pr)Tj [4.2 ]TJ (oble)Tj [5 ]TJ (m)Tj [-1 ]TJ ( )Tj [10 ]TJ (Solve)Tj [5.10001 ]TJ (r)Tj [4.2 ]TJ ( )Tj T* -0.0006 Tc 0.2106 Tw (which, g)Tj [9.39999 ]TJ (i)Tj [-2.8 ]TJ (ven a suitable representation, could solve any)Tj [29.39999 ]TJ ( )Tj [10 ]TJ (problem. )Tj [10 ]TJ (Problems )Tj [10 ]TJ (solved )Tj T* 0.0007 Tc 0.08929 Tw (we)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ ( )Tj [-10 ]TJ (in )Tj [-10 ]TJ (simple)Tj [4.5 ]TJ (, )Tj [-10 ]TJ (noise)Tj [4.5 ]TJ ( )Tj [-10 ]TJ (a)Tj [4.5 ]TJ (nd )Tj [-10 ]TJ (e)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ (r)Tj [3.7 ]TJ (o)Tj [0.7 ]TJ (r)Tj [3.7 ]TJ ( )Tj [-10 ]TJ (f)Tj [3.7 ]TJ (r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ (e)Tj [4.5 ]TJ ( sy)Tj [30.7 ]TJ (mbolic)Tj [4.5 ]TJ ( wor)Tj [3.7 ]TJ (l)Tj [-1.5 ]TJ (ds, with the)Tj [4.5 ]TJ ( a)Tj [4.5 ]TJ (ssumption tha)Tj [4.5 ]TJ (t)Tj [-1.5 ]TJ ( suc)Tj [4.5 ]TJ (h)Tj [0.7 ]TJ ( )Tj T* -0.0006 Tc 0.34061 Tw (solutions would g)Tj [9.39999 ]TJ (e)Tj [3.2 ]TJ (neraliz)Tj [-6.8 ]TJ (e to allow larg)Tj [9.39999 ]TJ (er, real world problems to )Tj [10 ]TJ (be )Tj [10 ]TJ (tackled. )Tj T* 0.10069 Tw (Researchers )Tj [-10 ]TJ (did )Tj [-10 ]TJ (not worry)Tj [29.3 ]TJ ( about keeping)Tj [9.3 ]TJ ( computation on a human time-scale, using)Tj [9.3 ]TJ ( )Tj T* -0.0022 Tc 0.01221 Tw (t)Tj [-4.39999 ]TJ (h)Tj [-2.2 ]TJ (e )Tj [-10 ]TJ (i)Tj [-4.39999 ]TJ (n)Tj [-2.2 ]TJ (creases )Tj [-10 ]TJ (i)Tj [-4.39999 ]TJ (n)Tj [-2.2 ]TJ ( hardware perform)Tj [-4.39999 ]TJ (ance t)Tj [-4.39999 ]TJ (o)Tj [-2.2 ]TJ ( const)Tj [-4.39999 ]TJ (a)Tj [1.60001 ]TJ (nt)Tj [-4.39999 ]TJ (l)Tj [-4.39999 ]TJ (y)Tj [27.8 ]TJ ( i)Tj [-4.39999 ]TJ (n)Tj [-2.2 ]TJ (crease t)Tj [-4.39999 ]TJ (h)Tj [-2.2 ]TJ (e possi)Tj [-4.39999 ]TJ (bl)Tj [-4.39999 ]TJ (e search space )Tj T* 0 Tc 0 Tw (siz)Tj [-6.2 ]TJ (e)Tj [3.8 ]TJ (, thus solving)Tj [10 ]TJ ( increasing)Tj [10 ]TJ (l)Tj [-2.2 ]TJ (y)Tj [30 ]TJ ( impressive problems. )Tj 0 -2.14999 TD -0.0002 Tc 0.3002 Tw (During)Tj [9.8 ]TJ ( the 1970\222s, search became well understood [)Tj [-7.2 ]TJ (51])Tj [-7.2 ]TJ (. Sy)Tj [29.8 ]TJ (mbolic sy)Tj [29.8 ]TJ (stems )Tj [10 ]TJ (still )Tj 0 -1.14999 TD -0.0004 Tc 0.37041 Tw (dominated, with continuing)Tj [9.60001 ]TJ ( hardware improvements allowing)Tj [9.60001 ]TJ ( steady)Tj [29.60001 ]TJ (,)Tj [-0.39999 ]TJ ( )Tj [10 ]TJ (successful )Tj T* -0.0009 Tc 0.1209 Tw (prog)Tj [9.10001 ]TJ (ress. )Tj [-10 ]TJ (Robots )Tj [-10 ]TJ (were created, for ex)Tj [-10.89999 ]TJ (ample Shakey)Tj [29.10001 ]TJ ( [)Tj [-7.89999 ]TJ (52])Tj [-7.89999 ]TJ (, that lived in special block )Tj T* -0.00031 Tc 0.0703 Tw (worlds, and could navig)Tj [9.7 ]TJ (a)Tj [3.5 ]TJ (te around and stack blocks )Tj [10 ]TJ (sensibly)Tj [29.7 ]TJ (. )Tj [10 ]TJ (Such )Tj [10 ]TJ (simplified )Tj [10 ]TJ (worlds )Tj T* 0.0504 Tw (avoided the complex)Tj [-10.39999 ]TJ (ity)Tj [29.60001 ]TJ ( of real world problems. )Tj [10 ]TJ (The )Tj [10 ]TJ (assumption, )Tj [10 ]TJ (underpinning)Tj [9.60001 ]TJ ( )Tj [10 ]TJ (all )Tj [10 ]TJ (the )Tj T* 0.0009 Tc 0.1391 Tw (sy)Tj [30.89999 ]TJ (mbolic)Tj [4.7 ]TJ ( r)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (se)Tj [4.7 ]TJ (a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (c)Tj [4.7 ]TJ (h, tha)Tj [4.7 ]TJ (t)Tj [-1.3 ]TJ ( simple)Tj [4.7 ]TJ ( sy)Tj [30.89999 ]TJ (mbolic)Tj [4.7 ]TJ ( wor)Tj [3.89999 ]TJ (l)Tj [-1.3 ]TJ (ds would )Tj [10 ]TJ (g)Tj [10.89999 ]TJ (e)Tj [4.7 ]TJ (ne)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (a)Tj [4.7 ]TJ (lize)Tj [4.7 ]TJ ( )Tj [10 ]TJ (to )Tj [10 ]TJ (the)Tj [4.7 ]TJ ( )Tj [10 ]TJ (r)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (a)Tj [4.7 ]TJ (l)Tj [-1.3 ]TJ ( )Tj [10 ]TJ (wor)Tj [3.89999 ]TJ (l)Tj [-1.3 ]TJ (d, )Tj T* -0.0004 Tc 0.0004 Tw (was about to be found wanting)Tj [9.60001 ]TJ (.)Tj [-0.39999 ]TJ ( )Tj 0 -2.14999 TD -0.0009 Tc 0.13091 Tw (I)Tj [22.10001 ]TJ (n)Tj [-0.89999 ]TJ ( )Tj [-10 ]TJ (the )Tj [-10 ]TJ (1980\222s, ex)Tj [-10.89999 ]TJ (pert sy)Tj [29.10001 ]TJ (stems were created to try)Tj [29.10001 ]TJ ( to solve real problems. McCarthy)Tj [29.10001 ]TJ ( )Tj 0 -1.14999 TD -0.0005 Tc 0.0105 Tw ([)Tj [-7.5 ]TJ (40])Tj [-7.5 ]TJ ( )Tj [-10 ]TJ (had )Tj [-10 ]TJ (realiz)Tj [-6.7 ]TJ (ed )Tj [-10 ]TJ (that )Tj [-10 ]TJ (\223common sense\224 was required in addition to specializ)Tj [-6.7 ]TJ (ed domain )Tj T* 0.2005 Tw (knowledg)Tj [9.5 ]TJ (e to solve any)Tj [29.5 ]TJ (t)Tj [-2.7 ]TJ (hing)Tj [9.5 ]TJ ( but simple microworld problems. A sub-field of AI)Tj [22.5 ]TJ (, )Tj T* -0.0011 Tc 0.04111 Tw (knowledg)Tj [8.89999 ]TJ (e )Tj [-10 ]TJ (representation, )Tj [-10 ]TJ (came into being)Tj [8.89999 ]TJ ( to ex)Tj [-11.10001 ]TJ (amine approaches to representing)Tj [8.89999 ]TJ ( the )Tj T* -0.0009 Tc 0.2309 Tw (every)Tj [29.10001 ]TJ (d)Tj [-0.89999 ]TJ (ay)Tj [29.10001 ]TJ ( world. Unfortunately)Tj [29.10001 ]TJ ( the idea of )Tj [10 ]TJ (\223common )Tj [10 ]TJ (sense\224 )Tj [10 ]TJ (proved )Tj [10 ]TJ (impossible )Tj [10 ]TJ (to )Tj T* 0.10091 Tw (represent, )Tj [-10 ]TJ (and knowledg)Tj [9.10001 ]TJ (e-based sy)Tj [29.10001 ]TJ (stems were widely)Tj [29.10001 ]TJ ( viewed to have failed to solve )Tj T* 0.00101 Tc 0.07899 Tw (r)Tj [4 ]TJ (e)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (l)Tj [-1.2 ]TJ (-)Tj [4 ]TJ (w)Tj [3.2 ]TJ (or)Tj [4 ]TJ (ld )Tj [-10 ]TJ (pr)Tj [4 ]TJ (oble)Tj [4.8 ]TJ (m)Tj [-1.2 ]TJ (s. At the)Tj [4.8 ]TJ ( sa)Tj [4.8 ]TJ (me)Tj [4.8 ]TJ ( time)Tj [4.8 ]TJ (, the)Tj [4.8 ]TJ ( ba)Tj [4.8 ]TJ (c)Tj [4.8 ]TJ (kpr)Tj [4 ]TJ (opa)Tj [4.8 ]TJ (g)Tj [11 ]TJ (a)Tj [4.8 ]TJ (tion a)Tj [4.8 ]TJ (l)Tj [-1.2 ]TJ (g)Tj [11 ]TJ (o)Tj [1 ]TJ (r)Tj [4 ]TJ (ithm [67] c)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (u)Tj [1 ]TJ (se)Tj [4.8 ]TJ (d a)Tj [4.8 ]TJ ( )Tj T* -0.00101 Tc 0.121 Tw (resurg)Tj [9 ]TJ (ence of interest in connectionist approaches, previously)Tj [29 ]TJ ( deemed a failure, and )Tj T* 0.0011 Tc -0.0011 Tw (Minsky)Tj [31.10001 ]TJ ( [42] e)Tj [4.89999 ]TJ (x)Tj [-8.89999 ]TJ (a)Tj [4.89999 ]TJ (mine)Tj [4.89999 ]TJ (d)Tj [1.10001 ]TJ ( a)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ ( a)Tj [4.89999 ]TJ (g)Tj [11.10001 ]TJ (e)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ (t-)Tj [4.10001 ]TJ (ba)Tj [4.89999 ]TJ (se)Tj [4.89999 ]TJ (d a)Tj [4.89999 ]TJ (ppr)Tj [4.10001 ]TJ (oa)Tj [4.89999 ]TJ (c)Tj [4.89999 ]TJ (h)Tj [1.10001 ]TJ ( f)Tj [4.10001 ]TJ (o)Tj [1.10001 ]TJ (r)Tj [4.10001 ]TJ ( inte)Tj [4.89999 ]TJ (llig)Tj [11.10001 ]TJ (e)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ (c)Tj [4.89999 ]TJ (e)Tj [4.89999 ]TJ (.)Tj [1.10001 ]TJ ( )Tj 0 -2.14999 TD -0.00101 Tc 0.44099 Tw (The late 1980\222s and early)Tj [29 ]TJ ( 1990\222s saw )Tj [10 ]TJ (the )Tj [10 ]TJ (decline )Tj [10 ]TJ (of )Tj [10 ]TJ (search-based )Tj [10 ]TJ (sy)Tj [29 ]TJ (mbolic )Tj 0 -1.14999 TD -0.0007 Tc 0.3707 Tw (approaches. B)Tj [6.3 ]TJ (r)Tj [2.3 ]TJ (ooks [)Tj [-7.7 ]TJ (10])Tj [-7.7 ]TJ ( convincing)Tj [9.3 ]TJ (l)Tj [-2.89999 ]TJ (y)Tj [29.3 ]TJ ( challeng)Tj [9.3 ]TJ (ed the basic assumptions of the )Tj T* 0.2406 Tw (sy)Tj [29.39999 ]TJ (mbolic approaches, and instead created embodied, )Tj [10 ]TJ (g)Tj [9.39999 ]TJ (r)Tj [2.39999 ]TJ (ounded )Tj [10 ]TJ (sy)Tj [29.39999 ]TJ (stems )Tj [10 ]TJ (for )Tj [10 ]TJ (robots )Tj T* -0.0004 Tc 0.26041 Tw (using)Tj [9.60001 ]TJ ( the \223world as its own best model\224. This bottom )Tj [10 ]TJ (up )Tj [10 ]TJ (approach )Tj [10 ]TJ (was )Tj [10 ]TJ (termed )Tj /N299 1 Tf T* -0.0009 Tc 0.04089 Tw (nouvelle AI)Tj /N296 1 Tf 4.61 0 TD -0.0006 Tc 0.0406 Tw (, and had some initial successes. However, it )Tj [10 ]TJ (too )Tj [10 ]TJ (failed )Tj [10 ]TJ (to )Tj [10 ]TJ (scale )Tj [10 ]TJ (up )Tj [10 ]TJ (to )Tj [10 ]TJ (real-)Tj -4.61 -1.14999 TD -0.0005 Tc 0.1105 Tw (world )Tj [-10 ]TJ (problems )Tj [-10 ]TJ (of )Tj [-10 ]TJ (any)Tj [29.5 ]TJ ( sig)Tj [9.5 ]TJ (n)Tj [-0.5 ]TJ (ificant complex)Tj [-10.5 ]TJ (ity)Tj [29.5 ]TJ (. Connectionist approaches were aided )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 4 4 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.8 Tw ( 4 )Tj 0 59.55 TD -0.0009 Tc 0.3009 Tw (by)Tj [29.10001 ]TJ ( new parallel hardware in the early)Tj [29.10001 ]TJ ( 1990\222s, but the complex)Tj [-10.89999 ]TJ (ity)Tj [29.10001 ]TJ ( of a )Tj [10 ]TJ (parallel )Tj 0 -1.14999 TD -0.0018 Tc 0.0018 Tw (archi)Tj [-4 ]TJ (t)Tj [-4 ]TJ (ect)Tj [-4 ]TJ (ure l)Tj [-4 ]TJ (e)Tj [2 ]TJ (d such sy)Tj [28.2 ]TJ (st)Tj [-4 ]TJ (em)Tj [-4 ]TJ (s t)Tj [-4 ]TJ (o)Tj [-1.8 ]TJ ( fai)Tj [-4 ]TJ (l)Tj [-4 ]TJ ( i)Tj [-4 ]TJ (n)Tj [-1.8 ]TJ ( t)Tj [-4 ]TJ (h)Tj [-1.8 ]TJ (e m)Tj [-4 ]TJ (a)Tj [2 ]TJ (rket)Tj [-4 ]TJ (pl)Tj [-4 ]TJ (ace. )Tj 0 -2.14999 TD -0.00101 Tc 0.431 Tw (Knowledg)Tj [9 ]TJ (e )Tj [-10 ]TJ (eng)Tj [9 ]TJ (i)Tj [-3.2 ]TJ (neering)Tj [9 ]TJ (,)Tj [-1 ]TJ ( )Tj [-10 ]TJ (now )Tj [-10 ]TJ (widely)Tj [29 ]TJ ( seen as costly)Tj [29 ]TJ ( and hard to re-use, was )Tj 0 -1.14999 TD 0.14101 Tw (superseded )Tj [-10 ]TJ (by)Tj [29 ]TJ ( machine learning)Tj [9 ]TJ ( techniques borrowed from AI)Tj [22 ]TJ (. Towards the end of )Tj T* -0.0005 Tc 0.3705 Tw (the 1990\222s, pattern-learning)Tj [9.5 ]TJ ( alg)Tj [9.5 ]TJ (o)Tj [-0.5 ]TJ (rithms [)Tj [-7.5 ]TJ (44])Tj [-7.5 ]TJ ( could classify)Tj [29.5 ]TJ ( suitable )Tj [10 ]TJ (domains )Tj [10 ]TJ (of )Tj T* -0.00101 Tc 0.11099 Tw (knowledg)Tj [9 ]TJ (e, such as news stories and ex)Tj [-11 ]TJ (amination papers, with as )Tj [10 ]TJ (much )Tj [10 ]TJ (accuracy)Tj [29 ]TJ ( )Tj [10 ]TJ (as )Tj T* -0.0006 Tc 0.0506 Tw (manual classification. Hy)Tj [29.39999 ]TJ (brids of traditional and nouvelle AI)Tj [22.39999 ]TJ ( )Tj [10 ]TJ (started )Tj [10 ]TJ (to )Tj [10 ]TJ (appear )Tj [10 ]TJ (as )Tj [10 ]TJ (new )Tj T* -0.0011 Tc 0.0011 Tw (approaches were soug)Tj [8.89999 ]TJ (ht. )Tj 0 -2.14999 TD -0.00079 Tc 0.0708 Tw (The )Tj [-10 ]TJ (mid 1990\222s saw Neg)Tj [9.2 ]TJ (r)Tj [2.2 ]TJ (oponte [)Tj [-7.8 ]TJ (49])Tj [-7.8 ]TJ ( and Kay)Tj [29.2 ]TJ (\222)Tj [2.2 ]TJ (s [)Tj [-7.8 ]TJ (24])Tj [-7.8 ]TJ ( dream of indirect HCI)Tj [22.2 ]TJ ( coupled )Tj 0 -1.14999 TD 0.00101 Tc 0.32899 Tw (with )Tj [-10 ]TJ (Minsky)Tj [31 ]TJ (\222)Tj [4 ]TJ (s)Tj [0.2 ]TJ ( )Tj [-10 ]TJ ([42] )Tj [-10 ]TJ (ide)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (s)Tj [0.2 ]TJ ( on inte)Tj [4.8 ]TJ (llig)Tj [11 ]TJ (e)Tj [4.8 ]TJ (n)Tj [1 ]TJ (c)Tj [4.8 ]TJ (e)Tj [4.8 ]TJ ( le)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (d)Tj [1 ]TJ ( to the)Tj [4.8 ]TJ ( ne)Tj [4.8 ]TJ (w f)Tj [4 ]TJ (i)Tj [-1.2 ]TJ (e)Tj [4.8 ]TJ (l)Tj [-1.2 ]TJ (d of)Tj [4 ]TJ ( a)Tj [4.8 ]TJ (g)Tj [11 ]TJ (e)Tj [4.8 ]TJ (n)Tj [1 ]TJ (t-)Tj [4 ]TJ (ba)Tj [4.8 ]TJ (se)Tj [4.8 ]TJ (d )Tj T* -0.0007 Tc 0.1507 Tw (computing)Tj [9.3 ]TJ (.)Tj [-0.7 ]TJ ( Ex)Tj [-10.7 ]TJ (periments with interface ag)Tj [9.3 ]TJ (ents that learnt about their user [)Tj [-7.7 ]TJ (33])Tj [-7.7 ]TJ (, and )Tj T* 0.0015 Tc 0.3385 Tw (multi-)Tj [4.5 ]TJ (a)Tj [5.3 ]TJ (g)Tj [11.5 ]TJ (e)Tj [5.3 ]TJ (n)Tj [1.5 ]TJ (t sy)Tj [31.5 ]TJ (ste)Tj [5.3 ]TJ (m)Tj [-0.7 ]TJ (s whe)Tj [5.3 ]TJ (r)Tj [4.5 ]TJ (e)Tj [5.3 ]TJ ( simple)Tj [5.3 ]TJ ( a)Tj [5.3 ]TJ (g)Tj [11.5 ]TJ (e)Tj [5.3 ]TJ (n)Tj [1.5 ]TJ (ts inte)Tj [5.3 ]TJ (r)Tj [4.5 ]TJ (a)Tj [5.3 ]TJ (c)Tj [5.3 ]TJ (t)Tj [-0.7 ]TJ (e)Tj [5.3 ]TJ (d)Tj [1.5 ]TJ ( to a)Tj [5.3 ]TJ (c)Tj [5.39999 ]TJ (hie)Tj [5.3 ]TJ (v)Tj [1.5 ]TJ (e)Tj [5.3 ]TJ ( the)Tj [5.3 ]TJ (i)Tj [-0.7 ]TJ (r)Tj [4.5 ]TJ ( g)Tj [11.5 ]TJ (o)Tj [1.5 ]TJ (a)Tj [5.3 ]TJ (l)Tj [-0.7 ]TJ (s )Tj [10 ]TJ ([80] )Tj T* -0.0007 Tc 0.0107 Tw (dominated )Tj [-10 ]TJ (the )Tj [-10 ]TJ (research. )Tj [-10 ]TJ (Such )Tj [-10 ]TJ (ag)Tj [9.3 ]TJ (ent sy)Tj [29.3 ]TJ (stems were all g)Tj [9.3 ]TJ (r)Tj [2.3 ]TJ (ounded in the real world, using)Tj [9.3 ]TJ ( )Tj T* 0.00079 Tc 0.0092 Tw (pr)Tj [3.8 ]TJ (ove)Tj [4.60001 ]TJ (n )Tj [-10 ]TJ (AI)Tj [23.8 ]TJ ( te)Tj [4.60001 ]TJ (c)Tj [4.60001 ]TJ (hnique)Tj [4.60001 ]TJ (s to a)Tj [4.60001 ]TJ (c)Tj [4.60001 ]TJ (h)Tj [0.8 ]TJ (ie)Tj [4.60001 ]TJ (ve)Tj [4.60001 ]TJ ( c)Tj [4.60001 ]TJ (onc)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (te)Tj [4.60001 ]TJ ( r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (sults \()Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (pply)Tj [30.8 ]TJ (i)Tj [-1.39999 ]TJ (ng)Tj [10.8 ]TJ ( the)Tj [4.60001 ]TJ ( ma)Tj [4.60001 ]TJ (x)Tj [-9.2 ]TJ (im \223)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ ( little)Tj [4.60001 ]TJ ( AI)Tj [23.8 ]TJ ( g)Tj [10.8 ]TJ (o)Tj [0.8 ]TJ (e)Tj [4.60001 ]TJ (s)Tj [0 ]TJ ( )Tj T* -0.0013 Tc 0.0013 Tw (a long)Tj [8.7 ]TJ ( way)Tj [28.7 ]TJ (\224)Tj [2.5 ]TJ (\). )Tj 0 -2.14999 TD -0.0005 Tc 0.2605 Tw (User modelling)Tj [9.5 ]TJ ( chang)Tj [9.5 ]TJ (e)Tj [3.3 ]TJ (d in the 1990\222s too, moving)Tj [9.5 ]TJ ( from the static hand crafted )Tj 0 -1.14999 TD -0.0007 Tc 0.2607 Tw (representations of the 1980\222s to dy)Tj [29.3 ]TJ (namic behaviour )Tj [10 ]TJ (based )Tj [10 ]TJ (models )Tj [10 ]TJ ([)Tj [-7.7 ]TJ (25])Tj [-7.7 ]TJ (. )Tj [10 ]TJ (Machine )Tj T* -0.0005 Tc 0.0005 Tw (learning)Tj [9.5 ]TJ ( techniques proved particularly)Tj [29.5 ]TJ ( adept at identify)Tj [29.5 ]TJ (i)Tj [-2.7 ]TJ (ng)Tj [9.5 ]TJ ( patterns in user behaviour. )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 5 5 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.8 Tw ( 5 )Tj /N297 1 Tf 14.03999 0 0 14.03999 89.92059 757.0403 Tm -0.0006 Tc 0.00481 Tw (3 )Tj [-700.89999 ]TJ (Issues and challenges for interface agents )Tj /N296 1 Tf 12 0 0 12 89.92059 737.1203 Tm -0.0016 Tc 0.0016 Tw (Maes [)Tj [-8.60001 ]TJ (33])Tj [-8.60001 ]TJ ( descri)Tj [-3.8 ]TJ (bes i)Tj [-3.8 ]TJ (n)Tj [-1.60001 ]TJ (t)Tj [-3.8 ]TJ (e)Tj [2.2 ]TJ (rface ag)Tj [8.39999 ]TJ (ent)Tj [-3.8 ]TJ (s)Tj [-2.39999 ]TJ ( as fol)Tj [-3.8 ]TJ (l)Tj [-3.8 ]TJ (o)Tj [-1.60001 ]TJ (ws:)Tj [-3.8 ]TJ ( )Tj 1.5 -2.14999 TD -0.0006 Tc 0.0106 Tw (\223I)Tj [22.39999 ]TJ (nstead of user-initiated interaction via commands and/or direct manipula\ tion, the )Tj 0 -1.14999 TD -0.00101 Tc 0.14101 Tw (user is eng)Tj [9 ]TJ (a)Tj [2.8 ]TJ (g)Tj [9 ]TJ (e)Tj [2.8 ]TJ (d in a co-operative process )Tj [10 ]TJ (in )Tj [10 ]TJ (which )Tj [10 ]TJ (human )Tj [10 ]TJ (and )Tj [10 ]TJ (computer )Tj [10 ]TJ (ag)Tj [9 ]TJ (ents )Tj T* -0.0004 Tc 0.2104 Tw (both )Tj [-10 ]TJ (initiate )Tj [-10 ]TJ (communication, monitor events and perform tasks. The metaphor )Tj T* -0.00211 Tc 0.0421 Tw (used i)Tj [-4.3 ]TJ (s)Tj [-2.89999 ]TJ ( t)Tj [-4.3 ]TJ (h)Tj [-2.10001 ]TJ (at)Tj [-4.3 ]TJ ( of a )Tj /N299 1 Tf 6.72 0 TD 0.0004 Tc 0.0396 Tw (personal assistant)Tj /N296 1 Tf 7.3 0 TD 0.00011 Tc 0.0399 Tw ( who is )Tj /N299 1 Tf 3.25999 0 TD 0 Tc 0.03 Tw (collaborating with the user)Tj /N296 1 Tf 10.96001 0 TD 0.0013 Tc 0.0287 Tw ( in the)Tj [5.10001 ]TJ ( sa)Tj [5.2 ]TJ (me)Tj [5.10001 ]TJ ( )Tj -28.24001 -1.14999 TD -0.0009 Tc 0.0009 Tw (work environment.\224 )Tj -1.5 -2.14999 TD -0.0022 Tc 0.04221 Tw (The )Tj [-10 ]TJ (m)Tj [-4.39999 ]TJ (o)Tj [-2.2 ]TJ (t)Tj [-4.39999 ]TJ (i)Tj [-4.39999 ]TJ (v)Tj [-2.2 ]TJ (at)Tj [-4.39999 ]TJ (i)Tj [-4.39999 ]TJ (n)Tj [-2.2 ]TJ (g)Tj [7.8 ]TJ ( concept)Tj [-4.39999 ]TJ ( behi)Tj [-4.39999 ]TJ (nd Maes\222 i)Tj [-4.39999 ]TJ (n)Tj [-2.2 ]TJ (t)Tj [-4.39999 ]TJ (e)Tj [1.60001 ]TJ (rface ag)Tj [7.8 ]TJ (ent)Tj [-4.39999 ]TJ (s)Tj [-3 ]TJ ( i)Tj [-4.39999 ]TJ (s)Tj [-3 ]TJ ( t)Tj [-4.39999 ]TJ (o)Tj [-2.2 ]TJ ( al)Tj [-4.39999 ]TJ (l)Tj [-4.39999 ]TJ (o)Tj [-2.2 ]TJ (w t)Tj [-4.39999 ]TJ (h)Tj [-2.2 ]TJ (e user t)Tj [-4.39999 ]TJ (o)Tj [-2.2 ]TJ ( del)Tj [-4.39999 ]TJ (e)Tj [1.60001 ]TJ (g)Tj [7.8 ]TJ (a)Tj [1.7 ]TJ (t)Tj [-4.39999 ]TJ (e)Tj [1.60001 ]TJ ( )Tj 0 -1.14999 TD -0.0005 Tc 0.02049 Tw (mundane )Tj [-10 ]TJ (and tedious tasks to an ag)Tj [9.5 ]TJ (ent assistant. Her own ag)Tj [9.5 ]TJ (ents follow this direction, )Tj T* 0.00079 Tc 0.1492 Tw (sc)Tj [4.60001 ]TJ (he)Tj [4.60001 ]TJ (duling)Tj [10.8 ]TJ ( )Tj [-10 ]TJ (a)Tj [4.60001 ]TJ (nd )Tj [-10 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (sc)Tj [4.60001 ]TJ (he)Tj [4.60001 ]TJ (duling)Tj [10.8 ]TJ ( me)Tj [4.60001 ]TJ (e)Tj [4.60001 ]TJ (ting)Tj [10.8 ]TJ (s)Tj [0 ]TJ (, f)Tj [3.8 ]TJ (ilte)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (i)Tj [-1.39999 ]TJ (ng)Tj [10.8 ]TJ ( e)Tj [4.60001 ]TJ (m)Tj [-1.39999 ]TJ (a)Tj [4.60001 ]TJ (ils, f)Tj [3.8 ]TJ (ilte)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (i)Tj [-1.39999 ]TJ (ng)Tj [10.8 ]TJ ( ne)Tj [4.60001 ]TJ (ws a)Tj [4.60001 ]TJ (nd se)Tj [4.60001 ]TJ (le)Tj [4.60001 ]TJ (c)Tj [4.60001 ]TJ (ting)Tj [10.8 ]TJ ( )Tj T* -0.0009 Tc 0.18089 Tw (g)Tj [9.10001 ]TJ (ood )Tj [-10 ]TJ (books. )Tj [-10 ]TJ (Her g)Tj [9.10001 ]TJ (o)Tj [-0.89999 ]TJ (al is to reduce the workload of users by)Tj [29.10001 ]TJ ( creating)Tj [9.10001 ]TJ ( personaliz)Tj [-7.10001 ]TJ (ed )Tj T* -0.00079 Tc 0.00079 Tw (ag)Tj [9.2 ]TJ (ents to which personal work can be deleg)Tj [9.2 ]TJ (a)Tj [3 ]TJ (ted. )Tj 0 -2.14999 TD -0.0016 Tc 0.05161 Tw (There )Tj [-10 ]TJ (are )Tj [-10 ]TJ (m)Tj [-3.8 ]TJ (a)Tj [2.2 ]TJ (ny)Tj [28.39999 ]TJ ( )Tj [-10 ]TJ (i)Tj [-3.8 ]TJ (n)Tj [-1.60001 ]TJ (t)Tj [-3.8 ]TJ (e)Tj [2.2 ]TJ (rface )Tj [-10 ]TJ (ag)Tj [8.39999 ]TJ (ent)Tj [-3.8 ]TJ ( )Tj [-10 ]TJ (sy)Tj [28.39999 ]TJ (st)Tj [-3.8 ]TJ (em)Tj [-3.8 ]TJ (s and prot)Tj [-3.8 ]TJ (ot)Tj [-3.8 ]TJ (y)Tj [28.39999 ]TJ (p)Tj [-1.60001 ]TJ (es, i)Tj [-3.8 ]TJ (n)Tj [-1.60001 ]TJ (spi)Tj [-3.8 ]TJ (r)Tj [1.39999 ]TJ (ed by)Tj [28.39999 ]TJ ( Maes earl)Tj [-3.8 ]TJ (y)Tj [28.39999 ]TJ ( work, )Tj 0 -1.14999 TD -0.0018 Tc 0.0618 Tw (si)Tj [-4 ]TJ (t)Tj [-4 ]TJ (u)Tj [-1.8 ]TJ (at)Tj [-4 ]TJ (ed )Tj [-10 ]TJ (wi)Tj [-4 ]TJ (t)Tj [-4 ]TJ (h)Tj [-1.8 ]TJ (i)Tj [-4 ]TJ (n)Tj [-1.8 ]TJ ( )Tj [-10 ]TJ (a )Tj [-10 ]TJ (vari)Tj [-4 ]TJ (et)Tj [-4 ]TJ (y)Tj [28.2 ]TJ ( )Tj [-10 ]TJ (of )Tj [-10 ]TJ (dom)Tj [-4 ]TJ (ai)Tj [-4 ]TJ (ns. The m)Tj [-4 ]TJ (a)Tj [2 ]TJ (j)Tj [-4 ]TJ (o)Tj [-1.8 ]TJ (ri)Tj [-4 ]TJ (t)Tj [-4 ]TJ (y)Tj [28.2 ]TJ ( of t)Tj [-4 ]TJ (h)Tj [-1.8 ]TJ (ese sy)Tj [28.2 ]TJ (st)Tj [-4 ]TJ (em)Tj [-4 ]TJ (s are revi)Tj [-4 ]TJ (ewed and )Tj T* -0.00079 Tc 0.0808 Tw (categ)Tj [9.2 ]TJ (oriz)Tj [-7 ]TJ (ed )Tj [-10 ]TJ (in )Tj [-10 ]TJ (the )Tj [-10 ]TJ (nex)Tj [-10.8 ]TJ (t)Tj [-3 ]TJ ( )Tj [-10 ]TJ (section. )Tj [-10 ]TJ (Common to these sy)Tj [29.2 ]TJ (stems, however, are three issues )Tj T* 0.00079 Tw (that must be addressed before successful user collaboration with an ag)Tj [9.2 ]TJ (ent can occur: )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 482.1203 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 482.1203 Tm -0.00101 Tc 0.00101 Tw (Knowing)Tj [9 ]TJ ( the user )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 462.3203 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 462.3203 Tm 0.00101 Tc -0.00101 Tw (I)Tj [24 ]TJ (n)Tj [1 ]TJ (te)Tj [4.8 ]TJ (r)Tj [4 ]TJ (a)Tj [4.8 ]TJ (c)Tj [4.8 ]TJ (ting)Tj [11 ]TJ ( with the)Tj [4.8 ]TJ ( use)Tj [4.8 ]TJ (r)Tj [4 ]TJ ( )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 442.52029 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 442.52029 Tm -0.0025 Tc 0.0025 Tw (C)Tj [-5.5 ]TJ (o)Tj [-2.5 ]TJ (m)Tj [-4.7 ]TJ (p)Tj [-2.5 ]TJ (et)Tj [-4.7 ]TJ (ence i)Tj [-4.7 ]TJ (n)Tj [-2.5 ]TJ ( hel)Tj [-4.7 ]TJ (p)Tj [-2.5 ]TJ (i)Tj [-4.7 ]TJ (n)Tj [-2.5 ]TJ (g)Tj [7.5 ]TJ ( t)Tj [-4.7 ]TJ (h)Tj [-2.5 ]TJ (e user )Tj -3 -1.64999 TD -0.0007 Tc 0.0107 Tw (Knowing)Tj [9.3 ]TJ ( the user involves learning)Tj [9.3 ]TJ ( user preferences and work habits. I)Tj [22.3 ]TJ (f)Tj [2.3 ]TJ ( an assistant is )Tj 0 -1.14999 TD 0.0009 Tc 0.1091 Tw (to of)Tj [3.89999 ]TJ (f)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ ( he)Tj [4.7 ]TJ (lp a)Tj [4.7 ]TJ (t)Tj [-1.3 ]TJ ( the)Tj [4.7 ]TJ ( r)Tj [3.89999 ]TJ (i)Tj [-1.3 ]TJ (g)Tj [10.89999 ]TJ (h)Tj [0.89999 ]TJ (t time)Tj [4.7 ]TJ (, a)Tj [4.7 ]TJ (nd of)Tj [3.89999 ]TJ ( the)Tj [4.7 ]TJ ( r)Tj [3.89999 ]TJ (i)Tj [-1.3 ]TJ (g)Tj [10.89999 ]TJ (h)Tj [0.89999 ]TJ (t sor)Tj [3.89999 ]TJ (t)Tj [-1.3 ]TJ (, )Tj [10 ]TJ (the)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ ( )Tj [10 ]TJ (it )Tj [10 ]TJ (must )Tj [10 ]TJ (le)Tj [4.7 ]TJ (a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (n )Tj [10 ]TJ (how )Tj [10 ]TJ (the)Tj [4.7 ]TJ ( )Tj [10 ]TJ (use)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ ( )Tj T* -0.0007 Tc 0.13071 Tw (prefers to work. An eag)Tj [9.3 ]TJ (er assistant, alway)Tj [29.3 ]TJ (s)Tj [-1.5 ]TJ ( interrupting)Tj [9.3 ]TJ ( )Tj [10 ]TJ (with )Tj [10 ]TJ (irrelevant )Tj [10 ]TJ (information, )Tj T* -0.00079 Tc 0.00079 Tw (would just annoy)Tj [29.2 ]TJ ( the user and increase the overall workload. )Tj 0 -2.14999 TD -0.0005 Tc 0.0005 Tw (The following)Tj [9.5 ]TJ ( challeng)Tj [9.5 ]TJ (es ex)Tj [-10.5 ]TJ (ist for sy)Tj [29.5 ]TJ (stems try)Tj [29.5 ]TJ (i)Tj [-2.7 ]TJ (ng)Tj [9.5 ]TJ ( to learn about users: )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 329.72031 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 329.72031 Tm -0.0007 Tc 0.0007 Tw (Ex)Tj [-10.7 ]TJ (tracting)Tj [9.3 ]TJ ( the users\222 g)Tj [9.3 ]TJ (o)Tj [-0.7 ]TJ (als and intentions from observations and feedback )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 309.9203 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 309.9203 Tm 0.00079 Tc -0.00079 Tw (Ge)Tj [4.60001 ]TJ (tting)Tj [10.8 ]TJ ( suf)Tj [3.8 ]TJ (f)Tj [3.8 ]TJ (i)Tj [-1.39999 ]TJ (c)Tj [4.60001 ]TJ (i)Tj [-1.39999 ]TJ (e)Tj [4.60001 ]TJ (n)Tj [0.8 ]TJ (t c)Tj [4.60001 ]TJ (onte)Tj [4.60001 ]TJ (x)Tj [-9.2 ]TJ (t in whic)Tj [4.60001 ]TJ (h to se)Tj [4.60001 ]TJ (t the)Tj [4.60001 ]TJ ( use)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (s\222)Tj [3.8 ]TJ ( g)Tj [10.8 ]TJ (o)Tj [0.8 ]TJ (a)Tj [4.7 ]TJ (l)Tj [-1.39999 ]TJ (s )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 290.12041 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 290.12041 Tm -0.0014 Tc 0.0014 Tw (Adapt)Tj [-3.60001 ]TJ (i)Tj [-3.60001 ]TJ (n)Tj [-1.39999 ]TJ (g)Tj [8.60001 ]TJ ( t)Tj [-3.60001 ]TJ (o)Tj [-1.39999 ]TJ ( t)Tj [-3.60001 ]TJ (h)Tj [-1.39999 ]TJ (e user\222s chang)Tj [8.60001 ]TJ (i)Tj [-3.60001 ]TJ (ng)Tj [8.60001 ]TJ ( obj)Tj [-3.60001 ]TJ (ect)Tj [-3.60001 ]TJ (i)Tj [-3.60001 ]TJ (v)Tj [-1.39999 ]TJ (es )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 270.3203 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 270.3203 Tm 0.0015 Tc -0.0015 Tw (Re)Tj [5.3 ]TJ (duc)Tj [5.3 ]TJ (ing)Tj [11.5 ]TJ ( the)Tj [5.3 ]TJ ( initia)Tj [5.3 ]TJ (l tr)Tj [4.5 ]TJ (a)Tj [5.3 ]TJ (i)Tj [-0.7 ]TJ (ning)Tj [11.5 ]TJ ( time)Tj [5.3 ]TJ ( )Tj -3 -1.64999 TD -0.0009 Tc 0.0809 Tw (At any)Tj [29.10001 ]TJ ( g)Tj [9.10001 ]TJ (i)Tj [-3.10001 ]TJ (ven time, an interface ag)Tj [9.10001 ]TJ (ent must have an )Tj [10 ]TJ (idea )Tj [10 ]TJ (of )Tj [10 ]TJ (what )Tj [10 ]TJ (the )Tj [10 ]TJ (user )Tj [10 ]TJ (is )Tj [10 ]TJ (try)Tj [29.10001 ]TJ (i)Tj [-3.10001 ]TJ (ng)Tj [9.10001 ]TJ ( )Tj [10 ]TJ (to )Tj 0 -1.14999 TD -0.00101 Tc 0.08099 Tw (achieve in order to be able to offer effective assistance. I)Tj [22 ]TJ (n)Tj [-1 ]TJ ( addition to )Tj [10 ]TJ (knowing)Tj [9 ]TJ ( )Tj [10 ]TJ (what )Tj T* -0.0006 Tc 0.17059 Tw (the )Tj [-10 ]TJ (user\222s )Tj [-10 ]TJ (intentions are, there must be sufficient contex)Tj [-10.60001 ]TJ (tual information about the )Tj T* 0.1507 Tw (user\222s )Tj [-10 ]TJ (current )Tj [-10 ]TJ (situation to avoid irrelevant ag)Tj [9.3 ]TJ (ent help. Machine learning)Tj [9.3 ]TJ ( techniques )Tj T* 0.0006 Tw (help here, but which should be used and why)Tj [29.39999 ]TJ (?)Tj [-16.8 ]TJ ( )Tj 0 -2.14999 TD 0.00079 Tc 0.0092 Tw (Anothe)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ ( )Tj [-10 ]TJ (pr)Tj [3.8 ]TJ (oble)Tj [4.60001 ]TJ (m)Tj [-1.39999 ]TJ ( )Tj [-10 ]TJ (is tha)Tj [4.60001 ]TJ (t)Tj [-1.39999 ]TJ ( r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (g)Tj [10.8 ]TJ (u)Tj [0.8 ]TJ (la)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ ( use)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (s will ty)Tj [30.8 ]TJ (pic)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (lly)Tj [30.8 ]TJ ( ha)Tj [4.60001 ]TJ (ve)Tj [4.60001 ]TJ ( nume)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (ous c)Tj [4.60001 ]TJ (onc)Tj [4.60001 ]TJ (ur)Tj [3.8 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (nt ta)Tj [4.60001 ]TJ (sks to )Tj 0 -1.14999 TD 0.00101 Tc 0.189 Tw (pe)Tj [4.8 ]TJ (r)Tj [4 ]TJ (f)Tj [4 ]TJ (o)Tj [1 ]TJ (r)Tj [4 ]TJ (m)Tj [-1.2 ]TJ (. I)Tj [24 ]TJ (f)Tj [4 ]TJ ( a)Tj [4.8 ]TJ (n)Tj [1 ]TJ ( a)Tj [4.8 ]TJ (g)Tj [11 ]TJ (e)Tj [4.8 ]TJ (n)Tj [1 ]TJ (t is to be)Tj [4.8 ]TJ ( he)Tj [4.8 ]TJ (lpf)Tj [4 ]TJ (u)Tj [1 ]TJ (l with mor)Tj [4 ]TJ (e)Tj [4.8 ]TJ ( tha)Tj [4.8 ]TJ (n)Tj [1 ]TJ ( one)Tj [4.8 ]TJ ( ta)Tj [4.8 ]TJ (sk, it must be)Tj [4.8 ]TJ ( a)Tj [4.8 ]TJ (b)Tj [1 ]TJ (le)Tj [4.8 ]TJ ( to )Tj T* -0.0007 Tc 0.0307 Tw (discover )Tj [-10 ]TJ (when )Tj [-10 ]TJ (the )Tj [-10 ]TJ (user )Tj [-10 ]TJ (has stopped working)Tj [9.3 ]TJ ( on one job, and is prog)Tj [9.3 ]TJ (ressing)Tj [9.3 ]TJ ( to another )Tj T* -0.00031 Tc 0.00031 Tw (\226 but what is the best way)Tj [29.7 ]TJ ( to detect this?)Tj [-16.39999 ]TJ ( )Tj 0 -2.14999 TD 0.00079 Tc 0.2092 Tw (Use)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (s a)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ ( g)Tj [10.8 ]TJ (e)Tj [4.60001 ]TJ (ne)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (lly)Tj [30.8 ]TJ ( unwilling)Tj [10.8 ]TJ ( to inve)Tj [4.60001 ]TJ (st muc)Tj [4.60001 ]TJ (h)Tj [0.8 ]TJ ( time)Tj [4.60001 ]TJ ( a)Tj [4.60001 ]TJ (nd e)Tj [4.60001 ]TJ (f)Tj [3.8 ]TJ (f)Tj [3.8 ]TJ (o)Tj [0.8 ]TJ (r)Tj [3.8 ]TJ (t)Tj [-1.39999 ]TJ ( in tr)Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (i)Tj [-1.39999 ]TJ (ning)Tj [10.8 ]TJ ( sof)Tj [3.8 ]TJ (t)Tj [-1.39999 ]TJ (wa)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ ( )Tj 0 -1.14999 TD 0.0892 Tw (sy)Tj [30.8 ]TJ (ste)Tj [4.60001 ]TJ (m)Tj [-1.39999 ]TJ (s. )Tj [-10 ]TJ (The)Tj [4.60001 ]TJ (y)Tj [30.8 ]TJ ( )Tj [-10 ]TJ (wa)Tj [4.60001 ]TJ (nt )Tj [-10 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (sults e)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (ly)Tj [30.8 ]TJ (, be)Tj [4.60001 ]TJ (f)Tj [3.8 ]TJ (o)Tj [0.8 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ ( c)Tj [4.60001 ]TJ (o)Tj [0.8 ]TJ (mmitting)Tj [10.8 ]TJ ( too muc)Tj [4.60001 ]TJ (h)Tj [0.8 ]TJ ( to a)Tj [4.60001 ]TJ ( tool. This me)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (n)Tj [0.8 ]TJ (s )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 6 6 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.8 Tw ( 6 )Tj 0 59.55 TD -0.0005 Tc 0.0105 Tw (that )Tj [-10 ]TJ (interface )Tj [-10 ]TJ (ag)Tj [9.5 ]TJ (ents )Tj [-10 ]TJ (must )Tj [-10 ]TJ (limit )Tj [-10 ]TJ (the initial period during)Tj [9.5 ]TJ ( which the ag)Tj [9.5 ]TJ (ent learns enoug)Tj [9.5 ]TJ (h )Tj 0 -1.14999 TD -0.00079 Tc 0.0408 Tw (about the user to offer useful help. W)Tj [-7 ]TJ (h)Tj [-0.8 ]TJ (at impact does )Tj [10 ]TJ (this )Tj [10 ]TJ (have )Tj [10 ]TJ (on )Tj [10 ]TJ (an )Tj [10 ]TJ (ag)Tj [9.2 ]TJ (ent\222s )Tj [10 ]TJ (learning)Tj [9.2 ]TJ ( )Tj T* 0.0022 Tc 0 Tw (a)Tj [6 ]TJ (b)Tj [2.2 ]TJ (ility)Tj [32.2 ]TJ (?)Tj [-14 ]TJ ( )Tj 0 -2.14999 TD -0.0005 Tc 0.08051 Tw (A metaphor for indirect HCI)Tj [22.5 ]TJ ( has y)Tj [29.5 ]TJ (e)Tj [3.3 ]TJ (t to reach maturity)Tj [29.5 ]TJ (, so remains an )Tj [10 ]TJ (open )Tj [10 ]TJ (question. )Tj 0 -1.14999 TD -0.0016 Tc 0.0816 Tw (L)Tj [19.2 ]TJ (e)Tj [2.2 ]TJ (ssons have been l)Tj [-3.8 ]TJ (earned from)Tj [-3.8 ]TJ ( di)Tj [-3.8 ]TJ (rect)Tj [-3.8 ]TJ ( m)Tj [-3.8 ]TJ (a)Tj [2.2 ]TJ (ni)Tj [-3.8 ]TJ (pul)Tj [-3.8 ]TJ (at)Tj [-3.8 ]TJ (i)Tj [-3.8 ]TJ (on i)Tj [-3.8 ]TJ (n)Tj [-1.60001 ]TJ (t)Tj [-3.8 ]TJ (e)Tj [2.2 ]TJ (rfaces. Users need )Tj [10 ]TJ (t)Tj [-3.8 ]TJ (o)Tj [-1.60001 ]TJ ( )Tj [10 ]TJ (feel)Tj [-3.8 ]TJ ( )Tj [10 ]TJ (i)Tj [-3.8 ]TJ (n)Tj [-1.60001 ]TJ ( )Tj T* -0.00031 Tc 0.11031 Tw (control, )Tj [-10 ]TJ (ex)Tj [-10.3 ]TJ (pectations )Tj [-10 ]TJ (should )Tj [-10 ]TJ (not )Tj [-10 ]TJ (be )Tj [-10 ]TJ (unduly)Tj [29.7 ]TJ ( inflated and user mistakes should not be )Tj T* 0.00031 Tw (penaliz)Tj [-6.5 ]TJ (ed [)Tj [-7.3 ]TJ (53])Tj [-7.3 ]TJ (. )Tj 0 -2.14999 TD 0.0009 Tc -0.0009 Tw (I)Tj [23.89999 ]TJ (n)Tj [0.89999 ]TJ (te)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (a)Tj [4.7 ]TJ (c)Tj [4.7 ]TJ (ting)Tj [10.89999 ]TJ ( with the)Tj [4.7 ]TJ ( use)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ ( thus pr)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (s)Tj [0.10001 ]TJ (e)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ (ts the)Tj [4.7 ]TJ ( f)Tj [3.89999 ]TJ (o)Tj [0.89999 ]TJ (llowing)Tj [10.89999 ]TJ ( c)Tj [4.7 ]TJ (h)Tj [0.89999 ]TJ (a)Tj [4.7 ]TJ (lle)Tj [4.7 ]TJ (ng)Tj [10.89999 ]TJ (e)Tj [4.7 ]TJ (s)Tj [0.10001 ]TJ (: )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 612.80029 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 612.80029 Tm -0.0005 Tc 0.0005 Tw (Deciding)Tj [9.5 ]TJ ( how much control to deleg)Tj [9.5 ]TJ (a)Tj [3.3 ]TJ (te to the ag)Tj [9.5 ]TJ (ent )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 593.00031 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 593.00031 Tm 0.0014 Tc -0.0014 Tw (B)Tj [8.39999 ]TJ (u)Tj [1.39999 ]TJ (ilding)Tj [11.39999 ]TJ ( tr)Tj [4.39999 ]TJ (ust in the)Tj [5.2 ]TJ ( a)Tj [5.2 ]TJ (g)Tj [11.39999 ]TJ (e)Tj [5.2 ]TJ (n)Tj [1.39999 ]TJ (t )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 573.2003 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 573.2003 Tm -0.0007 Tc 0.0007 Tw (Choosing)Tj [9.3 ]TJ ( a metaphor for ag)Tj [9.3 ]TJ (ent interaction )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 553.4003 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 553.4003 Tm -0.00031 Tc 0.00031 Tw (Making)Tj [9.7 ]TJ ( simple sy)Tj [29.7 ]TJ (stems that novices can use )Tj -3 -1.64999 TD -0.0005 Tc 0.1105 Tw (I)Tj [22.5 ]TJ (t)Tj [-2.7 ]TJ ( )Tj [-10 ]TJ (is )Tj [-10 ]TJ (known )Tj [-10 ]TJ (from )Tj [-10 ]TJ (direct )Tj [-10 ]TJ (manipulation interfaces that users want to feel in control of )Tj 0 -1.14999 TD -0.0009 Tc 0.1909 Tw (what their tools are doing)Tj [9.10001 ]TJ (. B)Tj [6.10001 ]TJ (y)Tj [29.10001 ]TJ ( the nature of an autonomous )Tj [10 ]TJ (interface )Tj [10 ]TJ (ag)Tj [9.10001 ]TJ (ent, )Tj [10 ]TJ (some )Tj T* -0.00031 Tc 0.05029 Tw (control )Tj [-10 ]TJ (has )Tj [-10 ]TJ (been deleg)Tj [9.7 ]TJ (a)Tj [3.5 ]TJ (ted to it, in order for it to do its task. The question is, how do )Tj T* -0.0005 Tc 0.0405 Tw (we build the users\222 trust, and once a level of trust is )Tj [10 ]TJ (established )Tj [10 ]TJ (how )Tj [10 ]TJ (much )Tj [10 ]TJ (control )Tj [10 ]TJ (do )Tj T* -0.00211 Tc 0.3821 Tw (we g)Tj [7.89999 ]TJ (i)Tj [-4.3 ]TJ (ve t)Tj [-4.3 ]TJ (o)Tj [-2.10001 ]TJ ( t)Tj [-4.3 ]TJ (h)Tj [-2.10001 ]TJ (e ag)Tj [7.89999 ]TJ (ent)Tj [-4.3 ]TJ (s)Tj [-2.89999 ]TJ (?)Tj [-18.3 ]TJ ( S)Tj [-5.89999 ]TJ (hnei)Tj [-4.3 ]TJ (d)Tj [-2.10001 ]TJ (erm)Tj [-4.3 ]TJ (a)Tj [1.7 ]TJ (n [)Tj [-9.10001 ]TJ (74])Tj [-9.10001 ]TJ ( arg)Tj [7.89999 ]TJ (u)Tj [-2.10001 ]TJ (es for )Tj [10 ]TJ (a )Tj [10 ]TJ (com)Tj [-4.3 ]TJ (b)Tj [-2.10001 ]TJ (i)Tj [-4.3 ]TJ (n)Tj [-2.10001 ]TJ (at)Tj [-4.3 ]TJ (i)Tj [-4.3 ]TJ (on )Tj [10 ]TJ (of )Tj [10 ]TJ (di)Tj [-4.3 ]TJ (rect)Tj [-4.3 ]TJ ( )Tj T* -0.00031 Tc 0.0103 Tw (manipulation )Tj [-10 ]TJ (and )Tj [-10 ]TJ (indirect HCI)Tj [22.7 ]TJ (,)Tj [-0.3 ]TJ ( promoting)Tj [9.7 ]TJ ( user understanding)Tj [9.7 ]TJ ( of ag)Tj [9.7 ]TJ (ents and the ability)Tj [29.7 ]TJ ( )Tj T* -0.00079 Tc 0.0208 Tw (for )Tj [-10 ]TJ (users )Tj [-10 ]TJ (to )Tj [-10 ]TJ (control )Tj [-10 ]TJ (ag)Tj [9.2 ]TJ (ent )Tj [-10 ]TJ (behaviour directly)Tj [29.2 ]TJ (. How can we use these g)Tj [9.2 ]TJ (u)Tj [-0.8 ]TJ (iding)Tj [9.2 ]TJ ( principles )Tj T* 0.00031 Tc -0.00031 Tw (in our sy)Tj [30.3 ]TJ (stems?)Tj [-15.89999 ]TJ ( )Tj 0 -2.14999 TD -0.0009 Tc 0.1409 Tw (I)Tj [22.10001 ]TJ (n)Tj [-0.89999 ]TJ (terface metaphors, such as the desktop metaphor, g)Tj [9.10001 ]TJ (u)Tj [-0.89999 ]TJ (ide users in the formation )Tj [10 ]TJ (of )Tj 0 -1.14999 TD -0.0007 Tc 0.0407 Tw (useful )Tj [-10 ]TJ (conceptual )Tj [-10 ]TJ (models )Tj [-10 ]TJ (a )Tj [-10 ]TJ (sy)Tj [29.3 ]TJ (stem. New metaphors will be required for indirect HCI)Tj [22.3 ]TJ (,)Tj [-0.7 ]TJ ( )Tj T* -0.00211 Tc 0.02209 Tw (present)Tj [-4.3 ]TJ (i)Tj [-4.3 ]TJ (n)Tj [-2.10001 ]TJ (g)Tj [7.89999 ]TJ ( ag)Tj [7.89999 ]TJ (ent)Tj [-4.3 ]TJ (s)Tj [-2.89999 ]TJ ( i)Tj [-4.3 ]TJ (n)Tj [-2.10001 ]TJ ( a way)Tj [27.89999 ]TJ ( hel)Tj [-4.3 ]TJ (p)Tj [-2.10001 ]TJ (ful)Tj [-4.3 ]TJ ( t)Tj [-4.3 ]TJ (o)Tj [-2.10001 ]TJ ( users new t)Tj [-4.3 ]TJ (o)Tj [-2.10001 ]TJ ( t)Tj [-4.3 ]TJ (h)Tj [-2.10001 ]TJ (e sy)Tj [27.89999 ]TJ (st)Tj [-4.3 ]TJ (em)Tj [-4.3 ]TJ (. I)Tj [20.89999 ]TJ (d)Tj [-2.10001 ]TJ (eal)Tj [-4.3 ]TJ (l)Tj [-4.3 ]TJ (y)Tj [27.89999 ]TJ (, i)Tj [-4.3 ]TJ (n)Tj [-2.10001 ]TJ (t)Tj [-4.3 ]TJ (e)Tj [1.7 ]TJ (rface ag)Tj [7.89999 ]TJ (ent)Tj [-4.3 ]TJ (s)Tj [-2.89999 ]TJ ( )Tj T* -0.0005 Tc 0.1105 Tw (should be so simple to use that deleg)Tj [9.5 ]TJ (a)Tj [3.3 ]TJ (ting)Tj [9.5 ]TJ ( tasks )Tj [10 ]TJ (becomes )Tj [10 ]TJ (a )Tj [10 ]TJ (natural )Tj [10 ]TJ (way)Tj [29.5 ]TJ ( )Tj [10 ]TJ (of )Tj [10 ]TJ (working)Tj [9.5 ]TJ (,)Tj [-0.5 ]TJ ( )Tj T* -0.00079 Tc 0.00079 Tw (amenable to the novice user \226 but what is a natural way)Tj [29.2 ]TJ ( of working)Tj [9.2 ]TJ ( with ag)Tj [9.2 ]TJ (ents?)Tj [-17 ]TJ ( )Tj 0 -2.14999 TD 0.0408 Tw (L)Tj [20 ]TJ (a)Tj [3 ]TJ (stly)Tj [29.2 ]TJ (, )Tj [-10 ]TJ (there )Tj [-10 ]TJ (is the issue of competence. Once the ag)Tj [9.2 ]TJ (ent knows what the user is doing)Tj [9.2 ]TJ ( )Tj 0 -1.14999 TD -0.00031 Tc 0.0403 Tw (and has a g)Tj [9.7 ]TJ (ood interaction sty)Tj [29.7 ]TJ (l)Tj [-2.5 ]TJ (e, it must still formulate a )Tj [10 ]TJ (plan )Tj [10 ]TJ (of )Tj [10 ]TJ (action )Tj [10 ]TJ (that )Tj [10 ]TJ (helps, )Tj [10 ]TJ (not )Tj T* -0.0016 Tc 0.0016 Tw (hi)Tj [-3.8 ]TJ (nders, t)Tj [-3.8 ]TJ (h)Tj [-1.60001 ]TJ (e user. The chal)Tj [-3.8 ]TJ (l)Tj [-3.8 ]TJ (e)Tj [2.2 ]TJ (ng)Tj [8.39999 ]TJ (es are:)Tj [-3.8 ]TJ ( )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 276.8004 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 276.8004 Tm -0.00079 Tc 0.00079 Tw (Knowing)Tj [9.2 ]TJ ( when \(and if\) to interrupt the user )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 257.00031 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 257.00031 Tm -0.0007 Tc 0.0007 Tw (Performing)Tj [9.3 ]TJ ( tasks autonomously)Tj [29.3 ]TJ ( in the way)Tj [29.3 ]TJ ( preferred by)Tj [29.3 ]TJ ( the user )Tj /N226 1 Tf 8.03999 0 0 8.03999 107.8006 237.2003 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 237.2003 Tm -0.0004 Tc 0.0004 Tw (F)Tj [5.8 ]TJ (i)Tj [-2.60001 ]TJ (nding)Tj [9.60001 ]TJ ( strateg)Tj [9.60001 ]TJ (i)Tj [-2.60001 ]TJ (es for partial automation of tasks )Tj -3 -1.64999 TD 0.0009 Tc 0.14909 Tw (The)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ ( is ve)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (y)Tj [30.89999 ]TJ ( little)Tj [4.7 ]TJ ( c)Tj [4.7 ]TJ (u)Tj [0.89999 ]TJ (r)Tj [3.89999 ]TJ (r)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (nt r)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (se)Tj [4.7 ]TJ (a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (c)Tj [4.7 ]TJ (h)Tj [0.89999 ]TJ ( into how use)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (s )Tj [10 ]TJ (c)Tj [4.7 ]TJ (a)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ ( )Tj [10 ]TJ (be)Tj [4.7 ]TJ ( )Tj [10 ]TJ (be)Tj [4.7 ]TJ (st )Tj [10 ]TJ (he)Tj [4.7 ]TJ (lpe)Tj [4.8 ]TJ (d. )Tj [10 ]TJ (Wor)Tj [3.89999 ]TJ (k)Tj [0.89999 ]TJ ( )Tj [10 ]TJ (f)Tj [3.89999 ]TJ (r)Tj [3.89999 ]TJ (o)Tj [0.89999 ]TJ (m )Tj 0 -1.14999 TD -0.0006 Tc 0.2206 Tw (other )Tj [-10 ]TJ (disciplines, such as computer supported co-operative working)Tj [9.39999 ]TJ ( \(CSCW)Tj [-6.7 ]TJ (\))Tj [2.39999 ]TJ (, can )Tj T* -0.002 Tc 0.202 Tw (hel)Tj [-4.2 ]TJ (p)Tj [-2 ]TJ ( but)Tj [-4.2 ]TJ ( real)Tj [-4.2 ]TJ ( user t)Tj [-4.2 ]TJ (r)Tj [1 ]TJ (i)Tj [-4.2 ]TJ (a)Tj [1.8 ]TJ (l)Tj [-4.2 ]TJ (s)Tj [-2.8 ]TJ ( are needed t)Tj [-4.2 ]TJ (o)Tj [-2 ]TJ ( dem)Tj [-4.2 ]TJ (onst)Tj [-4.2 ]TJ (r)Tj [1 ]TJ (at)Tj [-4.2 ]TJ (e and eval)Tj [-4.2 ]TJ (uat)Tj [-4.2 ]TJ (e)Tj [1.89999 ]TJ ( effect)Tj [-4.2 ]TJ (i)Tj [-4.2 ]TJ (v)Tj [-2 ]TJ (eness )Tj [10 ]TJ (and )Tj T* -0.0018 Tc 0.0318 Tw (useful)Tj [-4 ]TJ (ness of t)Tj [-4 ]TJ (h)Tj [-1.8 ]TJ (e personal)Tj [-4 ]TJ (i)Tj [-4 ]TJ (z)Tj [-8 ]TJ (ed servi)Tj [-4 ]TJ (ces perform)Tj [-4 ]TJ (ed by)Tj [28.2 ]TJ ( i)Tj [-4 ]TJ (n)Tj [-1.8 ]TJ (t)Tj [-4 ]TJ (e)Tj [2 ]TJ (rface ag)Tj [8.2 ]TJ (ent)Tj [-4 ]TJ (s)Tj [-2.60001 ]TJ ( [)Tj [-8.8 ]TJ (54])Tj [-8.8 ]TJ (. I)Tj [21.2 ]TJ (f)Tj [1.2 ]TJ ( an ag)Tj [8.2 ]TJ (ent)Tj [-4 ]TJ ( )Tj T* 0.0006 Tc -0.0006 Tw (doe)Tj [4.39999 ]TJ (s not r)Tj [3.60001 ]TJ (e)Tj [4.39999 ]TJ (duc)Tj [4.39999 ]TJ (e)Tj [4.39999 ]TJ ( the)Tj [4.39999 ]TJ ( wor)Tj [3.60001 ]TJ (k)Tj [0.60001 ]TJ (loa)Tj [4.39999 ]TJ (d)Tj [0.60001 ]TJ ( of)Tj [3.60001 ]TJ ( a)Tj [4.39999 ]TJ ( r)Tj [3.60001 ]TJ (e)Tj [4.39999 ]TJ (a)Tj [4.39999 ]TJ (l)Tj [-1.60001 ]TJ ( use)Tj [4.39999 ]TJ (r)Tj [3.60001 ]TJ ( in a)Tj [4.39999 ]TJ ( r)Tj [3.60001 ]TJ (e)Tj [4.39999 ]TJ (a)Tj [4.39999 ]TJ (l)Tj [-1.60001 ]TJ ( wor)Tj [3.60001 ]TJ (k)Tj [0.60001 ]TJ ( se)Tj [4.39999 ]TJ (tting)Tj [10.60001 ]TJ (,)Tj [0.60001 ]TJ ( it is le)Tj [4.39999 ]TJ (ss tha)Tj [4.39999 ]TJ (n)Tj [0.60001 ]TJ ( use)Tj [4.39999 ]TJ (f)Tj [3.60001 ]TJ (ul. )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 7 7 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.8 Tw ( 7 )Tj /N297 1 Tf 14.03999 0 0 14.03999 89.92059 757.0403 Tm -0.00121 Tc 0.0054 Tw (4 )Tj [-700.89999 ]TJ (Taxonomy)Tj [33.60001 ]TJ ( of i)Tj [-5.39999 ]TJ (n)Tj [2.8 ]TJ (ter)Tj [-5.2 ]TJ (f)Tj [-1.5 ]TJ (ace agent sy)Tj [33.60001 ]TJ (stems )Tj /N296 1 Tf 12 0 0 12 89.92059 737.1203 Tm -0.0009 Tc 0.07091 Tw (Several authors [)Tj [-7.89999 ]TJ (54])Tj [-7.89999 ]TJ ( [)Tj [-7.89999 ]TJ (80])Tj [-7.89999 ]TJ ( have sug)Tj [9.10001 ]TJ (g)Tj [9.10001 ]TJ (e)Tj [2.89999 ]TJ (sted tax)Tj [-10.89999 ]TJ (onomies for software ag)Tj [9.10001 ]TJ (ents as a )Tj [10 ]TJ (whole, )Tj 0 -1.14999 TD 0.0609 Tw (but )Tj [-10 ]TJ (they)Tj [29.10001 ]TJ ( )Tj [-10 ]TJ (tend )Tj [-10 ]TJ (to address interface ag)Tj [9.10001 ]TJ (ents as a monolithic class, citing)Tj [9.10001 ]TJ ( a few ex)Tj [-10.89999 ]TJ (amples )Tj T* -0.0005 Tc 0.19051 Tw (of the various prototy)Tj [29.5 ]TJ (p)Tj [-0.5 ]TJ (ical sy)Tj [29.5 ]TJ (stems. W)Tj [-6.7 ]TJ (ith the maturing)Tj [9.5 ]TJ ( of the )Tj [10 ]TJ (ag)Tj [9.5 ]TJ (ent )Tj [10 ]TJ (field, )Tj [10 ]TJ (and )Tj [10 ]TJ (the )Tj T* -0.0011 Tc 0.0311 Tw (g)Tj [8.89999 ]TJ (r)Tj [1.89999 ]TJ (owing)Tj [8.89999 ]TJ ( )Tj [-10 ]TJ (number )Tj [-10 ]TJ (of )Tj [-10 ]TJ (interface )Tj [-10 ]TJ (ag)Tj [8.89999 ]TJ (ents )Tj [-10 ]TJ (reported in the literature, a more detailed analy)Tj [28.89999 ]TJ (s)Tj [-1.89999 ]TJ (is )Tj T* 0.061 Tw (is warranted. Mladeni)Tj /N229 1 Tf 8.85001 0 TD 0 Tc 0 Tw ct_Dict begin ct_MakeOCF begin ct_GlyphDirProcs begin /FMNJHN+TimesNewRoman 1 GetGlyphDirectory 252 | ! end end end (\000\374)Tj /N296 1 Tf 0.44 0 TD -0.0006 Tc 0.0506 Tw ( [)Tj [-7.60001 ]TJ (46])Tj [-7.60001 ]TJ ( g)Tj [9.39999 ]TJ (o)Tj [-0.60001 ]TJ (es some way)Tj [29.39999 ]TJ ( to achieving)Tj [9.39999 ]TJ ( this requirement, adopting)Tj [9.39999 ]TJ ( a )Tj -9.28999 -1.14999 TD -0.002 Tc 0.002 Tw (m)Tj [-4.2 ]TJ (achi)Tj [-4.2 ]TJ (n)Tj [-2 ]TJ (e l)Tj [-4.2 ]TJ (earni)Tj [-4.2 ]TJ (ng)Tj [8 ]TJ ( vi)Tj [-4.2 ]TJ (ew of i)Tj [-4.2 ]TJ (n)Tj [-2 ]TJ (t)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ (rface ag)Tj [8 ]TJ (ent)Tj [-4.2 ]TJ (s)Tj [-2.8 ]TJ (. )Tj 0 -2.14999 TD -0.0013 Tc 0.0713 Tw (I)Tj [21.7 ]TJ (n)Tj [-1.3 ]TJ (terface ag)Tj [8.7 ]TJ (ents can be classified according)Tj [8.7 ]TJ ( to )Tj [10 ]TJ (the )Tj [10 ]TJ (role )Tj [10 ]TJ (they)Tj [28.7 ]TJ ( )Tj [10 ]TJ (perform, )Tj [10 ]TJ (technolog)Tj [8.7 ]TJ (y)Tj [28.7 ]TJ ( )Tj [10 ]TJ (they)Tj [28.7 ]TJ ( )Tj 0 -1.14999 TD -0.00211 Tc 0.0621 Tw (use or dom)Tj [-4.3 ]TJ (ai)Tj [-4.3 ]TJ (n t)Tj [-4.3 ]TJ (h)Tj [-2.10001 ]TJ (ey)Tj [27.89999 ]TJ ( i)Tj [-4.3 ]TJ (nhabi)Tj [-4.3 ]TJ (t)Tj [-4.3 ]TJ (.)Tj [-2.10001 ]TJ ( I)Tj [20.89999 ]TJ (n)Tj [-2.10001 ]TJ (t)Tj [-4.3 ]TJ (e)Tj [1.7 ]TJ (rface ag)Tj [7.89999 ]TJ (ent)Tj [-4.3 ]TJ (s)Tj [-2.89999 ]TJ ( are m)Tj [-4.3 ]TJ (ovi)Tj [-4.3 ]TJ (ng)Tj [7.89999 ]TJ ( from)Tj [-4.3 ]TJ ( research )Tj [10 ]TJ (t)Tj [-4.3 ]TJ (o)Tj [-2.10001 ]TJ ( )Tj [10 ]TJ (com)Tj [-4.3 ]TJ (m)Tj [-4.3 ]TJ (e)Tj [1.7 ]TJ (rci)Tj [-4.3 ]TJ (a)Tj [1.8 ]TJ (l)Tj [-4.3 ]TJ ( )Tj T* -0.0007 Tc 0.0107 Tw (ex)Tj [-10.7 ]TJ (ploitation, sig)Tj [9.3 ]TJ (n)Tj [-0.7 ]TJ (ificantly)Tj [29.3 ]TJ ( increasing)Tj [9.3 ]TJ ( the roles and domains for ag)Tj [9.3 ]TJ (ents as entrepreneurs )Tj T* -0.00079 Tc 0.28081 Tw (find new way)Tj [29.2 ]TJ (s)Tj [-1.60001 ]TJ ( to ex)Tj [-10.8 ]TJ (ploit new markets. The fundamental technolog)Tj [9.2 ]TJ (y)Tj [29.2 ]TJ ( behind )Tj [10 ]TJ (the )Tj T* 0.11079 Tw (ag)Tj [9.2 ]TJ (ents, however, is underg)Tj [9.2 ]TJ (oing)Tj [9.2 ]TJ ( less radical chang)Tj [9.2 ]TJ (e)Tj [3 ]TJ (, and thus provides a more stable )Tj T* -0.0002 Tc 0.0002 Tw (basis on which to build a useful tax)Tj [-10.2 ]TJ (onomy)Tj [29.8 ]TJ (.)Tj [-0.2 ]TJ ( )Tj 0 -2.14999 TD -0.00121 Tc 0.0612 Tw (On )Tj [-10 ]TJ (this )Tj [-10 ]TJ (basis a survey)Tj [28.8 ]TJ ( of current interface ag)Tj [8.8 ]TJ (ent technolog)Tj [8.8 ]TJ (y)Tj [28.8 ]TJ ( has been performed. The )Tj 0 -1.14999 TD -0.0006 Tc 0.0706 Tw (nex)Tj [-10.60001 ]TJ (t)Tj [-2.8 ]TJ ( section details the actual ag)Tj [9.39999 ]TJ (ent sy)Tj [29.39999 ]TJ (stems and prototy)Tj [29.39999 ]TJ (p)Tj [-0.60001 ]TJ (es reviewed. The result is a )Tj T* 0.0006 Tw (non-ex)Tj [-10.60001 ]TJ (clusive tax)Tj [-10.60001 ]TJ (onomy)Tj [29.39999 ]TJ ( of the technolog)Tj [9.39999 ]TJ (ies that specific ag)Tj [9.39999 ]TJ (ent sy)Tj [29.39999 ]TJ (stems support. )Tj /N226 1 Tf 8.03999 0 0 8.03999 108.0406 494.1203 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 494.1203 Tm -0.00259 Tc 0.00259 Tw (C)Tj [-5.60001 ]TJ (h)Tj [-2.60001 ]TJ (aract)Tj [-4.8 ]TJ (er-based ag)Tj [7.39999 ]TJ (ent)Tj [-4.8 ]TJ (s)Tj [-3.39999 ]TJ ( )Tj /N226 1 Tf 8.03999 0 0 8.03999 108.0406 468.3203 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 468.3203 Tm -0.00301 Tc 0.00301 Tw (S)Tj [-6.8 ]TJ (o)Tj [-3 ]TJ (ci)Tj [-5.2 ]TJ (al)Tj [-5.2 ]TJ ( ag)Tj [7 ]TJ (ent)Tj [-5.2 ]TJ (s)Tj [-3.8 ]TJ ( )Tj /N227 1 Tf 1.50999 -2.14999 TD 0 Tc 0 Tw (o)Tj /N296 1 Tf 1.49001 0 TD -0.0005 Tc 0.0005 Tw (Recommender sy)Tj [29.5 ]TJ (stems )Tj /N226 1 Tf 8.03999 0 0 8.03999 108.0406 416.72031 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 416.72031 Tm -0.00079 Tc 0.00079 Tw (Ag)Tj [9.2 ]TJ (ents that learn about the user )Tj /N227 1 Tf 1.50999 -2.14999 TD 0 Tc 0 Tw (o)Tj /N296 1 Tf 1.49001 0 TD -0.0007 Tc 0.0007 Tw (Monitor user behaviour )Tj /N227 1 Tf -1.49001 -2.14999 TD 0 Tc 0 Tw (o)Tj /N296 1 Tf 1.49001 0 TD -0.0022 Tc 0.0022 Tw (R)Tj [-5.2 ]TJ (ecei)Tj [-4.39999 ]TJ (ve user feedback )Tj /N228 1 Tf 1.50999 -2.14999 TD 0 Tc 0 Tw (\001\002)Tj /N296 1 Tf 1.49001 0 TD 0.0011 Tc -0.0011 Tw (Ex)Tj [-8.89999 ]TJ (plic)Tj [4.89999 ]TJ (it f)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (e)Tj [4.89999 ]TJ (dba)Tj [4.89999 ]TJ (c)Tj [4.89999 ]TJ (k)Tj [1.10001 ]TJ ( )Tj /N228 1 Tf -1.49001 -2.14999 TD 0 Tc 0 Tw (\001\002)Tj /N296 1 Tf 1.49001 0 TD 0.0015 Tc -0.0015 Tw (I)Tj [24.5 ]TJ (n)Tj [1.5 ]TJ (itia)Tj [5.3 ]TJ (l tr)Tj [4.5 ]TJ (a)Tj [5.3 ]TJ (i)Tj [-0.7 ]TJ (ning)Tj [11.5 ]TJ ( se)Tj [5.3 ]TJ (t )Tj /N227 1 Tf -4.49001 -2.14999 TD 0 Tc 0 Tw (o)Tj /N296 1 Tf 1.49001 0 TD -0.0006 Tc 0.0006 Tw (Prog)Tj [9.39999 ]TJ (rammed by)Tj [29.39999 ]TJ ( user )Tj /N226 1 Tf 8.03999 0 0 8.03999 108.0406 261.9203 Tm -0.01489 Tc 0 Tw (\001\002)Tj /N296 1 Tf 12 0 0 12 125.92059 261.9203 Tm -0.00031 Tc 0.00031 Tw (Ag)Tj [9.7 ]TJ (ents with user models )Tj /N227 1 Tf 1.50999 -2.14999 TD 0 Tc 0 Tw (o)Tj /N296 1 Tf 1.49001 0 TD -0.0002 Tc 0.0002 Tw (B)Tj [6.8 ]TJ (e)Tj [3.60001 ]TJ (havioural model )Tj /N227 1 Tf -1.49001 -2.14999 TD 0 Tc 0 Tw (o)Tj /N296 1 Tf 1.49001 0 TD -0.00079 Tc 0.00079 Tw (Knowledg)Tj [9.2 ]TJ (e-based model )Tj /N227 1 Tf -1.49001 -2.14999 TD 0 Tc 0 Tw (o)Tj /N296 1 Tf 1.49001 0 TD -0.0016 Tc (S)Tj [-5.39999 ]TJ (t)Tj [-3.8 ]TJ (ereot)Tj [-3.8 ]TJ (y)Tj [28.39999 ]TJ (pes )Tj 9.96001 0 0 9.96001 104.0806 160.52029 Tm 0 Tc ( )Tj 12 0 0 12 89.92059 135.2003 Tm -0.0023 Tc 0.19231 Tw (C)Tj [-5.3 ]TJ (h)Tj [-2.3 ]TJ (aract)Tj [-4.5 ]TJ (er-based ag)Tj [7.7 ]TJ (ent)Tj [-4.5 ]TJ (s)Tj [-3.10001 ]TJ ( em)Tj [-4.5 ]TJ (pl)Tj [-4.5 ]TJ (oy)Tj [27.7 ]TJ ( advanced \223charact)Tj [-4.5 ]TJ (er\224 based )Tj [10 ]TJ (i)Tj [-4.5 ]TJ (n)Tj [-2.3 ]TJ (t)Tj [-4.5 ]TJ (e)Tj [1.5 ]TJ (rfaces, )Tj [10 ]TJ (represent)Tj [-4.5 ]TJ (i)Tj [-4.5 ]TJ (n)Tj [-2.3 ]TJ (g)Tj [7.7 ]TJ ( )Tj 0 -1.14999 TD -0.00169 Tc 0.0517 Tw (real)Tj [-3.89999 ]TJ ( worl)Tj [-3.89999 ]TJ (d charact)Tj [-3.89999 ]TJ (ers \(such as a pet)Tj [-3.89999 ]TJ ( dog)Tj [8.3 ]TJ ( or a hum)Tj [-3.89999 ]TJ (an assi)Tj [-3.89999 ]TJ (st)Tj [-3.89999 ]TJ (ant)Tj [-3.89999 ]TJ ( [)Tj [-8.7 ]TJ (34])Tj [-8.7 ]TJ (\). )Tj [10 ]TJ (S)Tj [-5.5 ]TJ (u)Tj [-1.7 ]TJ (ch )Tj [10 ]TJ (ag)Tj [8.3 ]TJ (ent)Tj [-3.89999 ]TJ (s)Tj [-2.5 ]TJ ( )Tj [10 ]TJ (draw )Tj T* -0.00079 Tc 0.1908 Tw (on ex)Tj [-10.8 ]TJ (isting)Tj [9.2 ]TJ ( real-world protocols, already)Tj [29.2 ]TJ ( known to even novice users, to )Tj [10 ]TJ (facilitate )Tj T* -0.0007 Tc 0.21069 Tw (more natural interaction. There are also applications in the )Tj [10 ]TJ (entertainment )Tj [10 ]TJ (domain, )Tj T* 0.0007 Tw (creating)Tj [9.3 ]TJ ( state of the art virtual worlds populated by)Tj [29.3 ]TJ ( believable ag)Tj [9.3 ]TJ (ents. )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 8 8 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.8 Tw ( 8 )Tj 0 59.55 TD -0.0027 Tc 0.0327 Tw (S)Tj [-6.5 ]TJ (o)Tj [-2.7 ]TJ (ci)Tj [-4.89999 ]TJ (al)Tj [-4.89999 ]TJ ( )Tj [-10 ]TJ (ag)Tj [7.3 ]TJ (ent)Tj [-4.89999 ]TJ (s)Tj [-3.5 ]TJ ( )Tj [-10 ]TJ (t)Tj [-4.89999 ]TJ (a)Tj [1.10001 ]TJ (l)Tj [-4.89999 ]TJ (k)Tj [-2.7 ]TJ ( )Tj [-10 ]TJ (t)Tj [-4.89999 ]TJ (o)Tj [-2.7 ]TJ ( )Tj [-10 ]TJ (ot)Tj [-4.89999 ]TJ (her )Tj [-10 ]TJ (ag)Tj [7.3 ]TJ (ent)Tj [-4.89999 ]TJ (s)Tj [-3.5 ]TJ ( )Tj [-10 ]TJ (\(t)Tj [-4.89999 ]TJ (y)Tj [27.3 ]TJ (p)Tj [-2.7 ]TJ (i)Tj [-4.89999 ]TJ (cal)Tj [-4.89999 ]TJ (l)Tj [-4.89999 ]TJ (y)Tj [27.3 ]TJ ( ot)Tj [-4.89999 ]TJ (her i)Tj [-4.89999 ]TJ (n)Tj [-2.7 ]TJ (t)Tj [-4.89999 ]TJ (e)Tj [1.10001 ]TJ (rface ag)Tj [7.3 ]TJ (ent)Tj [-4.89999 ]TJ (s)Tj [-3.5 ]TJ ( of t)Tj [-4.89999 ]TJ (h)Tj [-2.7 ]TJ (e sam)Tj [-4.89999 ]TJ (e)Tj [1.10001 ]TJ ( t)Tj [-4.89999 ]TJ (y)Tj [27.3 ]TJ (pe\) i)Tj [-4.89999 ]TJ (n)Tj [-2.7 ]TJ ( )Tj 0 -1.14999 TD -0.0006 Tc 0.48061 Tw (order )Tj [-10 ]TJ (to )Tj [-10 ]TJ (share )Tj [-10 ]TJ (information. This technique is often used to bootstrap new, )Tj T* -0.00279 Tc 0.06281 Tw (i)Tj [-5 ]TJ (n)Tj [-2.8 ]TJ (ex)Tj [-12.8 ]TJ (peri)Tj [-5 ]TJ (enced )Tj [-10 ]TJ (i)Tj [-5 ]TJ (n)Tj [-2.8 ]TJ (t)Tj [-5 ]TJ (e)Tj [1 ]TJ (rface )Tj [-10 ]TJ (ag)Tj [7.2 ]TJ (ent)Tj [-5 ]TJ (s)Tj [-3.60001 ]TJ ( )Tj [-10 ]TJ (wi)Tj [-5 ]TJ (t)Tj [-5 ]TJ (h)Tj [-2.8 ]TJ ( )Tj [-10 ]TJ (t)Tj [-5 ]TJ (h)Tj [-2.8 ]TJ (e ex)Tj [-12.8 ]TJ (peri)Tj [-5 ]TJ (ence of ol)Tj [-5 ]TJ (der i)Tj [-5 ]TJ (n)Tj [-2.8 ]TJ (t)Tj [-5 ]TJ (e)Tj [1 ]TJ (rface ag)Tj [7.2 ]TJ (ent)Tj [-5 ]TJ (s)Tj [-3.60001 ]TJ ( \(at)Tj [-5 ]TJ (t)Tj [-5 ]TJ (ached )Tj T* -0.00079 Tc 0.00079 Tw (to other users\). )Tj 0 -2.14999 TD -0.0023 Tc 0.0423 Tw (R)Tj [-5.3 ]TJ (ecom)Tj [-4.5 ]TJ (m)Tj [-4.5 ]TJ (e)Tj [1.5 ]TJ (nder )Tj [-10 ]TJ (sy)Tj [27.7 ]TJ (st)Tj [-4.5 ]TJ (em)Tj [-4.5 ]TJ (s )Tj [-10 ]TJ (are a speci)Tj [-4.5 ]TJ (fi)Tj [-4.5 ]TJ (c t)Tj [-4.5 ]TJ (y)Tj [27.7 ]TJ (pe of soci)Tj [-4.5 ]TJ (al)Tj [-4.5 ]TJ ( ag)Tj [7.7 ]TJ (ent)Tj [-4.5 ]TJ (.)Tj [-2.3 ]TJ ( They)Tj [27.7 ]TJ ( are al)Tj [-4.5 ]TJ (so referred t)Tj [-4.5 ]TJ (o)Tj [-2.3 ]TJ ( as )Tj 0 -1.14999 TD 0.0011 Tc 0.1989 Tw (c)Tj [4.89999 ]TJ (o)Tj [1.10001 ]TJ (lla)Tj [4.89999 ]TJ (bor)Tj [4.10001 ]TJ (a)Tj [4.89999 ]TJ (tive)Tj [4.89999 ]TJ ( f)Tj [4.10001 ]TJ (ilte)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (s)Tj [0.3 ]TJ ( [60], f)Tj [4.10001 ]TJ (i)Tj [-1.10001 ]TJ (nding)Tj [11.10001 ]TJ ( r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (le)Tj [4.89999 ]TJ (va)Tj [4.89999 ]TJ (nt ite)Tj [4.89999 ]TJ (ms ba)Tj [4.89999 ]TJ (se)Tj [4.89999 ]TJ (d on the)Tj [4.89999 ]TJ ( )Tj [10 ]TJ (r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (c)Tj [4.89999 ]TJ (o)Tj [1.10001 ]TJ (mme)Tj [4.89999 ]TJ (nda)Tj [4.89999 ]TJ (tions )Tj [10 ]TJ (of)Tj [4.10001 ]TJ ( )Tj T* 0.00079 Tc 0.0192 Tw (othe)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (s)Tj [0 ]TJ (. Ty)Tj [30.8 ]TJ (pic)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (lly)Tj [30.8 ]TJ (, the)Tj [4.60001 ]TJ ( use)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (\222)Tj [3.8 ]TJ (s)Tj [0 ]TJ ( own r)Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (ting)Tj [10.8 ]TJ (s)Tj [0 ]TJ ( a)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ ( use)Tj [4.60001 ]TJ (d)Tj [0.8 ]TJ ( to f)Tj [3.8 ]TJ (i)Tj [-1.39999 ]TJ (nd simila)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ ( use)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (s, with the)Tj [4.60001 ]TJ ( a)Tj [4.60001 ]TJ (im of)Tj [3.8 ]TJ ( )Tj T* -0.0006 Tc 0.0006 Tw (sharing)Tj [9.39999 ]TJ ( recommendations on common areas of interest. )Tj 0 -2.14999 TD -0.0009 Tc 0.3009 Tw (Ag)Tj [9.10001 ]TJ (ents employ)Tj [29.10001 ]TJ (ing)Tj [9.10001 ]TJ ( a learning)Tj [9.10001 ]TJ ( technolog)Tj [9.10001 ]TJ (y)Tj [29.10001 ]TJ ( are classified according)Tj [9.10001 ]TJ ( to the ty)Tj [29.10001 ]TJ (pe of )Tj 0 -1.14999 TD -0.0007 Tc 0.3307 Tw (information required by)Tj [29.3 ]TJ ( the learning)Tj [9.3 ]TJ ( technique and the way)Tj [29.3 ]TJ ( )Tj [10 ]TJ (the )Tj [10 ]TJ (user )Tj [10 ]TJ (model )Tj [10 ]TJ (is )Tj T* -0.0004 Tc 0.0504 Tw (represented. Alg)Tj [9.60001 ]TJ (o)Tj [-0.39999 ]TJ (rithms requiring)Tj [9.60001 ]TJ ( an ex)Tj [-10.39999 ]TJ (plicit training)Tj [9.60001 ]TJ ( set employ)Tj [29.60001 ]TJ ( )Tj [10 ]TJ (supervised )Tj [10 ]TJ (learning)Tj [9.60001 ]TJ (, )Tj T* -0.0006 Tc 0.1306 Tw (while )Tj [-10 ]TJ (those )Tj [-10 ]TJ (without )Tj [-10 ]TJ (a training)Tj [9.39999 ]TJ ( set use unsupervised learning)Tj [9.39999 ]TJ ( techniques [)Tj [-7.60001 ]TJ (44])Tj [-7.60001 ]TJ (. There )Tj T* -0.0013 Tc 0.09129 Tw (are )Tj [-10 ]TJ (three )Tj [-10 ]TJ (g)Tj [8.7 ]TJ (e)Tj [2.5 ]TJ (neral )Tj [-10 ]TJ (way)Tj [28.7 ]TJ (s)Tj [-2.10001 ]TJ ( to learn about the user: monitor the user, ask for feedback or )Tj T* 0.00079 Tc -0.00079 Tw (a)Tj [4.60001 ]TJ (llow e)Tj [4.60001 ]TJ (x)Tj [-9.2 ]TJ (plic)Tj [4.60001 ]TJ (it pr)Tj [3.8 ]TJ (og)Tj [10.8 ]TJ (r)Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (mming)Tj [10.8 ]TJ ( by)Tj [30.8 ]TJ ( the)Tj [4.60001 ]TJ ( use)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (. )Tj 0 -2.14999 TD -0.0007 Tc 0.1107 Tw (Monitoring)Tj [9.3 ]TJ ( )Tj [-10 ]TJ (the )Tj [-10 ]TJ (user\222s )Tj [-10 ]TJ (behaviour )Tj [-10 ]TJ (produces unlabelled data, suitable for unsupervised )Tj 0 -1.14999 TD 0.0009 Tc 0.1291 Tw (le)Tj [4.7 ]TJ (a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (ning)Tj [10.89999 ]TJ ( )Tj [-10 ]TJ (te)Tj [4.7 ]TJ (c)Tj [4.7 ]TJ (hnique)Tj [4.7 ]TJ (s. )Tj [-10 ]TJ (This )Tj [-10 ]TJ (is )Tj [-10 ]TJ (g)Tj [10.89999 ]TJ (e)Tj [4.7 ]TJ (ne)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (a)Tj [4.7 ]TJ (lly)Tj [30.89999 ]TJ ( )Tj [-10 ]TJ (the)Tj [4.7 ]TJ ( ha)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (d)Tj [0.89999 ]TJ (e)Tj [4.7 ]TJ (s)Tj [0.10001 ]TJ (t wa)Tj [4.7 ]TJ (y)Tj [30.89999 ]TJ ( to le)Tj [4.8 ]TJ (a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (n, but is a)Tj [4.7 ]TJ (l)Tj [-1.3 ]TJ (so the)Tj [4.7 ]TJ ( le)Tj [4.7 ]TJ (a)Tj [4.8 ]TJ (s)Tj [0.10001 ]TJ (t )Tj T* -0.0007 Tc 0.1207 Tw (intrusive. I)Tj [22.3 ]TJ (f)Tj [2.3 ]TJ ( the monitored behaviour is assumed to )Tj [10 ]TJ (be )Tj [10 ]TJ (an )Tj [10 ]TJ (ex)Tj [-10.7 ]TJ (ample )Tj [10 ]TJ (of )Tj [10 ]TJ (what )Tj [10 ]TJ (the )Tj [10 ]TJ (user )Tj T* 0.0004 Tc -0.0004 Tw (wa)Tj [4.2 ]TJ (nts, a)Tj [4.2 ]TJ ( positive)Tj [4.2 ]TJ ( e)Tj [4.2 ]TJ (x)Tj [-9.60001 ]TJ (a)Tj [4.2 ]TJ (m)Tj [-1.8 ]TJ (ple)Tj [4.2 ]TJ ( c)Tj [4.2 ]TJ (a)Tj [4.2 ]TJ (n)Tj [0.39999 ]TJ ( be)Tj [4.2 ]TJ ( inf)Tj [3.39999 ]TJ (e)Tj [4.2 ]TJ (r)Tj [3.39999 ]TJ (r)Tj [3.39999 ]TJ (e)Tj [4.2 ]TJ (d. )Tj 0 -2.14999 TD 0.00079 Tc 0.10921 Tw (Asking)Tj [10.8 ]TJ ( )Tj [-10 ]TJ (the)Tj [4.60001 ]TJ ( )Tj [-10 ]TJ (use)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ ( )Tj [-10 ]TJ (f)Tj [3.8 ]TJ (o)Tj [0.8 ]TJ (r)Tj [3.8 ]TJ ( )Tj [-10 ]TJ (f)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (e)Tj [4.60001 ]TJ (dba)Tj [4.60001 ]TJ (c)Tj [4.60001 ]TJ (k, )Tj [-10 ]TJ (be)Tj [4.60001 ]TJ ( it on a)Tj [4.60001 ]TJ ( c)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (s)Tj [0 ]TJ (e)Tj [4.60001 ]TJ (-)Tj [3.8 ]TJ (by)Tj [30.8 ]TJ (-)Tj [3.8 ]TJ (c)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (s)Tj [0 ]TJ (e)Tj [4.60001 ]TJ ( ba)Tj [4.60001 ]TJ (sis or)Tj [3.8 ]TJ ( via)Tj [4.60001 ]TJ ( a)Tj [4.60001 ]TJ (n)Tj [0.8 ]TJ ( initia)Tj [4.60001 ]TJ (l tr)Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (i)Tj [-1.39999 ]TJ (ning)Tj [10.8 ]TJ ( )Tj 0 -1.14999 TD -0.0006 Tc 0.3006 Tw (set, )Tj [-10 ]TJ (produces )Tj [-10 ]TJ (labelled )Tj [-10 ]TJ (training)Tj [9.39999 ]TJ ( )Tj [-10 ]TJ (data. Supervised learning)Tj [9.39999 ]TJ ( techniques can thus be )Tj T* 0.0806 Tw (employ)Tj [29.39999 ]TJ (ed, )Tj [-10 ]TJ (which usually)Tj [29.39999 ]TJ ( outperform unsupervised learning)Tj [9.39999 ]TJ (. The disadvantag)Tj [9.39999 ]TJ (e is that )Tj T* -0.00079 Tc 0.03081 Tw (feedback )Tj [-10 ]TJ (must )Tj [-10 ]TJ (be )Tj [-10 ]TJ (provided, )Tj [-10 ]TJ (requiring)Tj [9.2 ]TJ ( )Tj [-10 ]TJ (an investment of effort \(often sig)Tj [9.2 ]TJ (n)Tj [-0.8 ]TJ (ificant\) in the )Tj T* -0.00169 Tc 0.00169 Tw (ag)Tj [8.3 ]TJ (ent)Tj [-3.89999 ]TJ ( by)Tj [28.3 ]TJ ( t)Tj [-3.89999 ]TJ (h)Tj [-1.7 ]TJ (e user. )Tj 0 -2.14999 TD -0.0006 Tc 0.0706 Tw (User prog)Tj [9.39999 ]TJ (ramming)Tj [9.39999 ]TJ ( involves the user chang)Tj [9.39999 ]TJ (i)Tj [-2.8 ]TJ (ng)Tj [9.39999 ]TJ ( the ag)Tj [9.39999 ]TJ (ent ex)Tj [-10.60001 ]TJ (plicitly)Tj [29.39999 ]TJ (. )Tj [10 ]TJ (Prog)Tj [9.39999 ]TJ (ramming)Tj [9.39999 ]TJ ( )Tj [10 ]TJ (can )Tj 0 -1.14999 TD 0.0006 Tc 0.2294 Tw (be)Tj [4.39999 ]TJ ( pe)Tj [4.39999 ]TJ (r)Tj [3.60001 ]TJ (f)Tj [3.60001 ]TJ (o)Tj [0.60001 ]TJ (r)Tj [3.60001 ]TJ (m)Tj [-1.60001 ]TJ (e)Tj [4.39999 ]TJ (d)Tj [0.60001 ]TJ ( in a)Tj [4.39999 ]TJ ( va)Tj [4.39999 ]TJ (r)Tj [3.60001 ]TJ (i)Tj [-1.60001 ]TJ (e)Tj [4.39999 ]TJ (t)Tj [-1.60001 ]TJ (y)Tj [30.60001 ]TJ ( of)Tj [3.60001 ]TJ ( wa)Tj [4.39999 ]TJ (y)Tj [30.60001 ]TJ (s)Tj [-0.2 ]TJ (, )Tj [10 ]TJ (f)Tj [3.60001 ]TJ (r)Tj [3.60001 ]TJ (o)Tj [0.60001 ]TJ (m )Tj [10 ]TJ (c)Tj [4.39999 ]TJ (o)Tj [0.60001 ]TJ (mple)Tj [4.39999 ]TJ (x)Tj [-9.39999 ]TJ ( )Tj [10 ]TJ (pr)Tj [3.60001 ]TJ (og)Tj [10.60001 ]TJ (r)Tj [3.60001 ]TJ (a)Tj [4.39999 ]TJ (mming)Tj [10.60001 ]TJ ( )Tj [10 ]TJ (la)Tj [4.39999 ]TJ (ng)Tj [10.60001 ]TJ (ua)Tj [4.39999 ]TJ (g)Tj [10.60001 ]TJ (e)Tj [4.39999 ]TJ (s )Tj [10 ]TJ (to )Tj [10 ]TJ (the)Tj [4.39999 ]TJ ( )Tj T* 0.0011 Tc 0.0489 Tw (spe)Tj [4.89999 ]TJ (c)Tj [4.89999 ]TJ (i)Tj [-1.10001 ]TJ (f)Tj [4.10001 ]TJ (i)Tj [-1.10001 ]TJ (c)Tj [4.89999 ]TJ (a)Tj [4.89999 ]TJ (tion of)Tj [4.10001 ]TJ ( simple)Tj [4.89999 ]TJ ( c)Tj [4.89999 ]TJ (a)Tj [4.89999 ]TJ (u)Tj [1.10001 ]TJ (se)Tj [4.89999 ]TJ (/e)Tj [4.89999 ]TJ (f)Tj [4.10001 ]TJ (f)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (c)Tj [4.89999 ]TJ (t)Tj [-1.10001 ]TJ ( g)Tj [11.10001 ]TJ (r)Tj [4.10001 ]TJ (a)Tj [4.89999 ]TJ (phs. )Tj [10 ]TJ (Ex)Tj [-8.89999 ]TJ (plic)Tj [4.89999 ]TJ (it )Tj [10 ]TJ (pr)Tj [4.10001 ]TJ (og)Tj [11.10001 ]TJ (r)Tj [4.10001 ]TJ (a)Tj [4.89999 ]TJ (mming)Tj [11.10001 ]TJ ( )Tj [10 ]TJ (r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (quir)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (s )Tj [10 ]TJ (sig)Tj [11.10001 ]TJ (n)Tj [1.10001 ]TJ (if)Tj [4.10001 ]TJ (ic)Tj [5 ]TJ (a)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ (t )Tj T* -0.0011 Tc 0.0011 Tw (effort by)Tj [28.89999 ]TJ ( the user. )Tj 0 -2.14999 TD -0.0006 Tc 0.3306 Tw (User modelling)Tj [9.39999 ]TJ ( [)Tj [-7.60001 ]TJ (25])Tj [-7.60001 ]TJ ( comes in two varieties, )Tj [10 ]TJ (behavioural )Tj [10 ]TJ (and )Tj [10 ]TJ (knowledg)Tj [9.39999 ]TJ (e-based. )Tj 0 -1.14999 TD -0.0004 Tc 0.09039 Tw (Knowledg)Tj [9.60001 ]TJ (e-based user modelling)Tj [9.60001 ]TJ ( is ty)Tj [29.60001 ]TJ (pically)Tj [29.60001 ]TJ ( the result )Tj [10 ]TJ (of )Tj [10 ]TJ (questionnaires )Tj [10 ]TJ (and )Tj [10 ]TJ (studies )Tj T* -0.0009 Tc 0.13091 Tw (of )Tj [-10 ]TJ (users, )Tj [-10 ]TJ (hand-crafted )Tj [-10 ]TJ (into a set of heuristics. B)Tj [6.10001 ]TJ (e)Tj [2.89999 ]TJ (havioural models are g)Tj [9.10001 ]TJ (e)Tj [2.89999 ]TJ (nerally)Tj [29.10001 ]TJ ( the )Tj T* -0.00031 Tc 0.1503 Tw (result of monitoring)Tj [9.7 ]TJ ( the user during)Tj [9.7 ]TJ ( an activity)Tj [29.7 ]TJ (. Stereoty)Tj [29.7 ]TJ (pes )Tj [10 ]TJ ([)Tj [-7.3 ]TJ (64])Tj [-7.3 ]TJ ( )Tj [10 ]TJ (can )Tj [10 ]TJ (be )Tj [10 ]TJ (applied )Tj [10 ]TJ (to )Tj T* -0.0005 Tc 0.0305 Tw (both )Tj [-10 ]TJ (cases, )Tj [-10 ]TJ (classify)Tj [29.5 ]TJ (ing)Tj [9.5 ]TJ ( )Tj [-10 ]TJ (the )Tj [-10 ]TJ (users into g)Tj [9.5 ]TJ (r)Tj [2.5 ]TJ (oups \(or stereoty)Tj [29.5 ]TJ (pes\), with the aim of apply)Tj [29.5 ]TJ (i)Tj [-2.7 ]TJ (ng)Tj [9.5 ]TJ ( )Tj T* -0.00031 Tc 0.00031 Tw (g)Tj [9.7 ]TJ (e)Tj [3.5 ]TJ (neraliz)Tj [-6.5 ]TJ (ations to people in those g)Tj [9.7 ]TJ (r)Tj [2.7 ]TJ (oups. )Tj 0 -2.14999 TD -0.00079 Tc 0.4108 Tw (Specific )Tj [-10 ]TJ (interface )Tj [-10 ]TJ (ag)Tj [9.2 ]TJ (ents )Tj [-10 ]TJ (will often implement several of the above ty)Tj [29.2 ]TJ (pes of )Tj 0 -1.14999 TD -0.0006 Tc 0.06059 Tw (technolog)Tj [9.39999 ]TJ (y)Tj [29.39999 ]TJ (,)Tj [-0.60001 ]TJ ( and so would appear in multiple classes. A common )Tj [10 ]TJ (ex)Tj [-10.60001 ]TJ (ample )Tj [10 ]TJ (is )Tj [10 ]TJ (an )Tj [10 ]TJ (ag)Tj [9.39999 ]TJ (ent )Tj T* -0.00079 Tc 0.14079 Tw (that learns about the user and also supports )Tj [10 ]TJ (a )Tj [10 ]TJ (user )Tj [10 ]TJ (model. )Tj [10 ]TJ (The )Tj [10 ]TJ (presented )Tj [10 ]TJ (tax)Tj [-10.8 ]TJ (onomy)Tj [29.2 ]TJ ( )Tj T* -0.0006 Tc 0.09061 Tw (oug)Tj [9.39999 ]TJ (ht to be robust to the increase in new sy)Tj [29.39999 ]TJ (stems, since )Tj [10 ]TJ (the )Tj [10 ]TJ (fundamental )Tj [10 ]TJ (technolog)Tj [9.39999 ]TJ (y)Tj [29.39999 ]TJ ( )Tj T* 0.0007 Tc -0.0007 Tw (of)Tj [3.7 ]TJ ( ma)Tj [4.5 ]TJ (c)Tj [4.5 ]TJ (h)Tj [0.7 ]TJ (ine)Tj [4.5 ]TJ ( le)Tj [4.5 ]TJ (a)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ (ning)Tj [10.7 ]TJ ( a)Tj [4.5 ]TJ (nd use)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ ( mode)Tj [4.5 ]TJ (lling)Tj [10.7 ]TJ ( a)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ ( unlike)Tj [4.5 ]TJ (l)Tj [-1.5 ]TJ (y)Tj [30.7 ]TJ ( to c)Tj [4.5 ]TJ (h)Tj [0.7 ]TJ (a)Tj [4.5 ]TJ (n)Tj [0.7 ]TJ (g)Tj [10.7 ]TJ (e)Tj [4.5 ]TJ ( a)Tj [4.5 ]TJ (s)Tj [-0.10001 ]TJ ( quic)Tj [4.5 ]TJ (k)Tj [0.7 ]TJ (ly)Tj [30.7 ]TJ (. )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 9 9 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.8 Tw ( 9 )Tj /N297 1 Tf 14.03999 0 0 14.03999 89.92059 757.0403 Tm -0.0006 Tc 0.00481 Tw (5 )Tj [-700.89999 ]TJ (Rev)Tj [8.5 ]TJ (i)Tj [-4.8 ]TJ (ew)Tj [-26.2 ]TJ ( of current interface agent sy)Tj [34.2 ]TJ (stems and prototy)Tj [34.2 ]TJ (p)Tj [3.39999 ]TJ (es )Tj /N296 1 Tf 12 0 0 12 89.92059 737.1203 Tm -0.00191 Tc 0.0619 Tw (A com)Tj [-4.10001 ]TJ (p)Tj [-1.89999 ]TJ (ari)Tj [-4.10001 ]TJ (s)Tj [-2.7 ]TJ (on of i)Tj [-4.10001 ]TJ (n)Tj [-1.89999 ]TJ (t)Tj [-4.10001 ]TJ (e)Tj [1.89999 ]TJ (rface ag)Tj [8.10001 ]TJ (ent)Tj [-4.10001 ]TJ (s)Tj [-2.7 ]TJ ( i)Tj [-4.10001 ]TJ (s)Tj [-2.7 ]TJ ( di)Tj [-4.10001 ]TJ (ffi)Tj [-4.10001 ]TJ (cul)Tj [-4.10001 ]TJ (t)Tj [-4.10001 ]TJ ( si)Tj [-4.10001 ]TJ (nce )Tj [10 ]TJ (t)Tj [-4.10001 ]TJ (h)Tj [-1.89999 ]TJ (ere )Tj [10 ]TJ (are )Tj [10 ]TJ (no )Tj [10 ]TJ (wi)Tj [-4.10001 ]TJ (del)Tj [-4.10001 ]TJ (y)Tj [28.10001 ]TJ ( )Tj [10 ]TJ (used )Tj [10 ]TJ (st)Tj [-4.10001 ]TJ (andards )Tj 0 -1.14999 TD -0.0009 Tc 0.04089 Tw (for reporting)Tj [9.10001 ]TJ ( results. W)Tj [-7.10001 ]TJ (h)Tj [-0.89999 ]TJ (ere machine learning)Tj [9.10001 ]TJ ( techniques )Tj [10 ]TJ (are )Tj [10 ]TJ (employ)Tj [29.10001 ]TJ (ed, )Tj [10 ]TJ (standard )Tj [10 ]TJ (tests )Tj T* -0.0007 Tc 0.0307 Tw (such as precision and recall provide useful )Tj [10 ]TJ (metrics )Tj [10 ]TJ (for )Tj [10 ]TJ (comparing)Tj [9.3 ]TJ ( )Tj [10 ]TJ (learning)Tj [9.3 ]TJ ( )Tj [10 ]TJ (alg)Tj [9.3 ]TJ (o)Tj [-0.7 ]TJ (rithms. )Tj T* -0.00101 Tc 0.161 Tw (However, )Tj [-10 ]TJ (the )Tj [-10 ]TJ (best )Tj [-10 ]TJ (test )Tj [-10 ]TJ (of )Tj [-10 ]TJ (an )Tj [-10 ]TJ (interface )Tj [-10 ]TJ (ag)Tj [9 ]TJ (ent\222s ability)Tj [29 ]TJ ( to help a user is a user trial. )Tj T* -0.0004 Tc 0.0004 Tw (Unfortunately)Tj [29.60001 ]TJ (, user trials in the literature do not follow a consistent methodolog)Tj [9.60001 ]TJ (y)Tj [29.60001 ]TJ (.)Tj [-0.39999 ]TJ ( )Tj 0 -2.14999 TD 0.0009 Tc 0.09911 Tw (The)Tj [4.7 ]TJ ( a)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ (a)Tj [4.7 ]TJ (l)Tj [-1.3 ]TJ (y)Tj [30.89999 ]TJ (s)Tj [0.10001 ]TJ (is in this pa)Tj [4.7 ]TJ (pe)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ ( will f)Tj [3.89999 ]TJ (o)Tj [0.89999 ]TJ (c)Tj [4.7 ]TJ (u)Tj [0.89999 ]TJ (s on c)Tj [4.7 ]TJ (l)Tj [-1.3 ]TJ (a)Tj [4.7 ]TJ (ssif)Tj [3.89999 ]TJ (y)Tj [30.89999 ]TJ (ing)Tj [10.89999 ]TJ ( the)Tj [4.7 ]TJ ( a)Tj [4.8 ]TJ (g)Tj [10.89999 ]TJ (e)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ (t, ide)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ (tif)Tj [3.89999 ]TJ (y)Tj [30.89999 ]TJ (i)Tj [-1.3 ]TJ (ng)Tj [10.89999 ]TJ ( te)Tj [4.7 ]TJ (c)Tj [4.8 ]TJ (hnique)Tj [4.7 ]TJ (s )Tj 0 -1.14999 TD 0.0006 Tc 0.0294 Tw (use)Tj [4.39999 ]TJ (d)Tj [0.60001 ]TJ ( )Tj [-10 ]TJ (suc)Tj [4.39999 ]TJ (h)Tj [0.60001 ]TJ ( )Tj [-10 ]TJ (a)Tj [4.39999 ]TJ (s)Tj [-0.2 ]TJ ( )Tj [-10 ]TJ (spe)Tj [4.39999 ]TJ (c)Tj [4.39999 ]TJ (i)Tj [-1.60001 ]TJ (f)Tj [3.60001 ]TJ (i)Tj [-1.60001 ]TJ (c)Tj [4.39999 ]TJ ( ma)Tj [4.39999 ]TJ (c)Tj [4.39999 ]TJ (h)Tj [0.60001 ]TJ (ine)Tj [4.39999 ]TJ ( le)Tj [4.39999 ]TJ (a)Tj [4.39999 ]TJ (r)Tj [3.60001 ]TJ (ning)Tj [10.60001 ]TJ ( te)Tj [4.39999 ]TJ (c)Tj [4.39999 ]TJ (hnique)Tj [4.39999 ]TJ (s or)Tj [3.60001 ]TJ ( use)Tj [4.39999 ]TJ (r)Tj [3.60001 ]TJ ( mode)Tj [4.39999 ]TJ (lling)Tj [10.60001 ]TJ ( ty)Tj [30.60001 ]TJ (pe)Tj [4.39999 ]TJ (s, a)Tj [4.39999 ]TJ (nd whe)Tj [4.39999 ]TJ (r)Tj [3.60001 ]TJ (e)Tj [4.39999 ]TJ ( )Tj T* -0.0002 Tc 0.0802 Tw (applicable )Tj [-10 ]TJ (results published by)Tj [29.8 ]TJ ( the orig)Tj [9.8 ]TJ (inal author. Comparisons of sy)Tj [29.8 ]TJ (stems can thus )Tj T* 0.00079 Tc -0.00079 Tw (be)Tj [4.60001 ]TJ ( ma)Tj [4.60001 ]TJ (de)Tj [4.60001 ]TJ ( on a)Tj [4.60001 ]TJ ( qua)Tj [4.60001 ]TJ (lita)Tj [4.60001 ]TJ (tive)Tj [4.60001 ]TJ ( ba)Tj [4.60001 ]TJ (sis. )Tj /N297 1 Tf 0 -2.17 TD 0.00211 Tc 0.00011 Tw (5.1)Tj [8.3 ]TJ ( )Tj [-730 ]TJ (R)Tj [4.3 ]TJ (e)Tj [-1.7 ]TJ (v)Tj [18.3 ]TJ (i)Tj [-0.10001 ]TJ (ew)Tj [-20.10001 ]TJ ( of)Tj [5.10001 ]TJ ( current)Tj [5.10001 ]TJ ( agent)Tj [5.10001 ]TJ ( sy)Tj [28.2 ]TJ (st)Tj [5.10001 ]TJ (ems )Tj /N296 1 Tf 0 -1.63 TD -0.0011 Tc 0.07111 Tw (W)Tj [-7.3 ]TJ (h)Tj [-1.10001 ]TJ (at )Tj [-10 ]TJ (follows )Tj [-10 ]TJ (is a review of known interface ag)Tj [8.89999 ]TJ (ent sy)Tj [28.89999 ]TJ (stems. Ag)Tj [8.89999 ]TJ (ents are ex)Tj [-11.10001 ]TJ (amined by)Tj [28.89999 ]TJ ( )Tj 0 -1.14999 TD -0.00079 Tc 0.1508 Tw (application domain, so that similar ty)Tj [29.2 ]TJ (pes of interface ag)Tj [9.2 ]TJ (ents can be compared. )Tj [10 ]TJ (The )Tj T* -0.002 Tc 0.002 Tw (m)Tj [-4.2 ]TJ (achi)Tj [-4.2 ]TJ (n)Tj [-2 ]TJ (e l)Tj [-4.2 ]TJ (earni)Tj [-4.2 ]TJ (ng)Tj [8 ]TJ ( al)Tj [-4.2 ]TJ (g)Tj [8 ]TJ (o)Tj [-2 ]TJ (ri)Tj [-4.2 ]TJ (t)Tj [-4.2 ]TJ (h)Tj [-2 ]TJ (m)Tj [-4.2 ]TJ (s)Tj [-2.8 ]TJ ( speci)Tj [-4.2 ]TJ (fi)Tj [-4.2 ]TJ (ed here are descri)Tj [-4.2 ]TJ (bed l)Tj [-4.2 ]TJ (a)Tj [1.8 ]TJ (t)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ (r i)Tj [-4.2 ]TJ (n)Tj [-2 ]TJ ( t)Tj [-4.2 ]TJ (h)Tj [-2 ]TJ (e g)Tj [8 ]TJ (l)Tj [-4.2 ]TJ (ossary)Tj [28 ]TJ (. )Tj /N297 1 Tf 0 -2.17 TD 0.00191 Tc 0.50031 Tw (5.1.)Tj [9.7 ]TJ (1)Tj [8.10001 ]TJ ( A)Tj [34.10001 ]TJ (u)Tj [2.7 ]TJ (ct)Tj [4.89999 ]TJ (ion/market)Tj [4.89999 ]TJ ( )Tj [500 ]TJ (domain )Tj /N299 1 Tf 0 -1.63 TD 0.0006 Tc 0 Tw (Kasbah)Tj /N296 1 Tf 3.06 0 TD -0.0016 Tc 0.0816 Tw ( [)Tj [-8.60001 ]TJ (36])Tj [-8.60001 ]TJ ( i)Tj [-3.8 ]TJ (s)Tj [-2.39999 ]TJ ( a m)Tj [-3.8 ]TJ (a)Tj [2.2 ]TJ (rket)Tj [-3.8 ]TJ ( sy)Tj [28.39999 ]TJ (st)Tj [-3.8 ]TJ (em)Tj [-3.8 ]TJ ( i)Tj [-3.8 ]TJ (n)Tj [-1.60001 ]TJ ( whi)Tj [-3.8 ]TJ (c)Tj [2.2 ]TJ (h each user has an ag)Tj [8.39999 ]TJ (ent)Tj [-3.8 ]TJ (.)Tj [-1.60001 ]TJ ( )Tj [10 ]TJ (The )Tj [10 ]TJ (user )Tj [10 ]TJ (prog)Tj [8.39999 ]TJ (ram)Tj [-3.8 ]TJ (s)Tj [-2.39999 ]TJ ( )Tj -3.06 -1.14999 TD -0.0006 Tc 0.14059 Tw (the )Tj [-10 ]TJ (ag)Tj [9.39999 ]TJ (ent with a buy)Tj [29.39999 ]TJ (ing)Tj [9.39999 ]TJ ( behaviour profile, and the ag)Tj [9.39999 ]TJ (ent neg)Tj [9.39999 ]TJ (o)Tj [-0.60001 ]TJ (tiates to buy)Tj [29.39999 ]TJ ( and sell )Tj T* 0.0011 Tc -0.0011 Tw (ite)Tj [4.89999 ]TJ (ms f)Tj [4.10001 ]TJ (o)Tj [1.10001 ]TJ (r)Tj [4.10001 ]TJ ( the)Tj [4.89999 ]TJ ( use)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (. )Tj 0 -2.14999 TD 0.0009 Tc 0.0291 Tw (Re)Tj [4.7 ]TJ (sults: Use)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (s wa)Tj [4.7 ]TJ (nte)Tj [4.7 ]TJ (d)Tj [0.89999 ]TJ ( mor)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ ( \223)Tj [4.7 ]TJ (huma)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ ( like)Tj [4.7 ]TJ (\224)Tj [4.7 ]TJ ( ne)Tj [4.7 ]TJ (g)Tj [10.89999 ]TJ (o)Tj [0.89999 ]TJ (tia)Tj [4.7 ]TJ (tion f)Tj [3.89999 ]TJ (r)Tj [3.89999 ]TJ (o)Tj [0.89999 ]TJ (m the)Tj [4.7 ]TJ ( a)Tj [4.7 ]TJ (g)Tj [10.89999 ]TJ (e)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ (ts, )Tj [10 ]TJ (othe)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (w)Tj [3.10001 ]TJ (ise)Tj [4.7 ]TJ ( )Tj [10 ]TJ (we)Tj [4.7 ]TJ (ll )Tj 0 -1.14999 TD -0.0022 Tc 0 Tw (recei)Tj [-4.39999 ]TJ (ved. )Tj /N299 1 Tf 0 -2.14999 TD 0.0004 Tc (Sardine)Tj /N296 1 Tf 3.11 0 TD -0.00191 Tc 0.1219 Tw ( )Tj [-10 ]TJ ([)Tj [-8.89999 ]TJ (47])Tj [-8.89999 ]TJ ( )Tj [-10 ]TJ (i)Tj [-4.10001 ]TJ (s)Tj [-2.7 ]TJ ( )Tj [-10 ]TJ (an )Tj [-10 ]TJ (auct)Tj [-4.10001 ]TJ (i)Tj [-4.10001 ]TJ (on )Tj [-10 ]TJ (ag)Tj [8.10001 ]TJ (ent)Tj [-4.10001 ]TJ ( t)Tj [-4.10001 ]TJ (h)Tj [-1.89999 ]TJ (at)Tj [-4.10001 ]TJ ( t)Tj [-4.10001 ]TJ (r)Tj [1.10001 ]TJ (i)Tj [-4.10001 ]TJ (e)Tj [1.89999 ]TJ (s t)Tj [-4.10001 ]TJ (o)Tj [-1.89999 ]TJ ( purchase an ai)Tj [-4.10001 ]TJ (rl)Tj [-4.10001 ]TJ (i)Tj [-4.10001 ]TJ (n)Tj [-1.89999 ]TJ (e t)Tj [-4.10001 ]TJ (i)Tj [-4.10001 ]TJ (c)Tj [1.89999 ]TJ (ket)Tj [-4.10001 ]TJ ( for t)Tj [-4.10001 ]TJ (h)Tj [-1.89999 ]TJ (e user, )Tj -3.11 -1.14999 TD -0.0018 Tc 0.0318 Tw (based on som)Tj [-4 ]TJ (e)Tj [2 ]TJ ( speci)Tj [-4 ]TJ (fi)Tj [-4 ]TJ (ed preferences. The user\222s ag)Tj [8.2 ]TJ (ent)Tj [-4 ]TJ ( neg)Tj [8.2 ]TJ (o)Tj [-1.8 ]TJ (t)Tj [-4 ]TJ (i)Tj [-4 ]TJ (a)Tj [2 ]TJ (t)Tj [-4 ]TJ (e)Tj [2 ]TJ (s wi)Tj [-4 ]TJ (t)Tj [-4 ]TJ (h)Tj [-1.8 ]TJ ( )Tj [10 ]TJ (t)Tj [-4 ]TJ (r)Tj [1.2 ]TJ (avel)Tj [-4 ]TJ ( )Tj [10 ]TJ (ag)Tj [8.2 ]TJ (ent)Tj [-4 ]TJ (s)Tj [-2.60001 ]TJ ( )Tj [10 ]TJ (t)Tj [-4 ]TJ (o)Tj [-1.8 ]TJ ( )Tj T* 0.00169 Tw (secure t)Tj [-3.89999 ]TJ (h)Tj [-1.7 ]TJ (e best)Tj [-3.89999 ]TJ ( deal)Tj [-3.89999 ]TJ (. )Tj /N297 1 Tf 0 -2.17 TD 0.00169 Tc 0.5005 Tw (5.1.)Tj [9.5 ]TJ (2)Tj [7.89999 ]TJ ( B)Tj [3.89999 ]TJ (e)Tj [-2.10001 ]TJ (liev)Tj [17.89999 ]TJ (a)Tj [-2.10001 ]TJ (ble/ent)Tj [4.7 ]TJ (e)Tj [-2.10001 ]TJ (rt)Tj [4.7 ]TJ (ainment)Tj [4.7 ]TJ ( )Tj [500 ]TJ (domain )Tj /N299 1 Tf 0 -1.63 TD 0.0011 Tc 0 Tw (ACT)Tj /N296 1 Tf 1.84 0 TD 0.0007 Tc 0.1893 Tw ( )Tj [-10 ]TJ ([28] )Tj [-10 ]TJ (is )Tj [-10 ]TJ (a)Tj [4.5 ]TJ (n)Tj [0.7 ]TJ ( )Tj [-10 ]TJ (a)Tj [4.5 ]TJ (ddition to the)Tj [4.5 ]TJ ( AL)Tj [21.5 ]TJ (I)Tj [23.7 ]TJ (V)Tj [2.89999 ]TJ (E sy)Tj [30.7 ]TJ (ste)Tj [4.5 ]TJ (m)Tj [-1.5 ]TJ (. I)Tj [23.7 ]TJ (t)Tj [-1.5 ]TJ ( is a)Tj [4.5 ]TJ ( c)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ (a)Tj [4.5 ]TJ (t)Tj [-1.5 ]TJ (ur)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ ( within the)Tj [4.5 ]TJ ( AL)Tj [21.5 ]TJ (I)Tj [23.7 ]TJ (V)Tj [2.89999 ]TJ (E )Tj -1.84 -1.14999 TD -0.0007 Tc 0.1107 Tw (world, )Tj [-10 ]TJ (observing)Tj [9.3 ]TJ ( )Tj [-10 ]TJ (the user and learning)Tj [9.3 ]TJ ( chains of actions. I)Tj [22.3 ]TJ (t)Tj [-2.89999 ]TJ ( tries to help the user by)Tj [29.3 ]TJ ( )Tj T* 0.0006 Tw (completing)Tj [9.39999 ]TJ ( new action chains in the pattern of previous ones. )Tj /N299 1 Tf 0 -2.14999 TD -0.0004 Tc 0 Tw (ALIVE )Tj /N296 1 Tf 3.08 0 TD -0.00211 Tc 0.1021 Tw ([)Tj [-9.10001 ]TJ (35])Tj [-9.10001 ]TJ ( )Tj [-10 ]TJ (i)Tj [-4.3 ]TJ (s)Tj [-2.89999 ]TJ ( )Tj [-10 ]TJ (a \223m)Tj [-4.3 ]TJ (ag)Tj [7.89999 ]TJ (i)Tj [-4.3 ]TJ (c)Tj [1.7 ]TJ ( m)Tj [-4.3 ]TJ (i)Tj [-4.3 ]TJ (rror\224 sy)Tj [27.89999 ]TJ (st)Tj [-4.3 ]TJ (em)Tj [-4.3 ]TJ ( t)Tj [-4.3 ]TJ (o)Tj [-2.10001 ]TJ ( a 3D worl)Tj [-4.3 ]TJ (d. I)Tj [20.89999 ]TJ (n)Tj [-2.10001 ]TJ (t)Tj [-4.3 ]TJ (e)Tj [1.7 ]TJ (ract)Tj [-4.3 ]TJ (i)Tj [-4.3 ]TJ (v)Tj [-2.10001 ]TJ (e ag)Tj [7.89999 ]TJ (ent)Tj [-4.3 ]TJ (s)Tj [-2.89999 ]TJ ( \(such as a )Tj -3.08 -1.14999 TD -0.00079 Tc 0.0208 Tw (dog)Tj [9.2 ]TJ (\) )Tj [-10 ]TJ (ex)Tj [-10.8 ]TJ (ist for users to play)Tj [29.2 ]TJ ( with. Gesture recog)Tj [9.2 ]TJ (n)Tj [-0.8 ]TJ (ition, and competing)Tj [9.2 ]TJ ( g)Tj [9.2 ]TJ (o)Tj [-0.8 ]TJ (al architecture )Tj T* 0 Tc 0 Tw (is employ)Tj [30 ]TJ (ed. )Tj /N299 1 Tf 0 -2.14999 TD -0.0038 Tc (C)Tj [-6.8 ]TJ (a)Tj [-3.8 ]TJ (t)Tj [-6 ]TJ (h)Tj [-3.8 ]TJ (exi)Tj [-6 ]TJ (s)Tj /N296 1 Tf 3.5 0 TD -0.0004 Tc 0.0004 Tw ( [)Tj [-7.39999 ]TJ (37])Tj [-7.39999 ]TJ ( is a believable ag)Tj [9.60001 ]TJ (ent with modelled emotions, as is the )Tj /N299 1 Tf 24.17999 0 TD -0.0022 Tc 0 Tw (Oz)Tj /N296 1 Tf 1.11 0 TD -0.0007 Tc 0.0007 Tw ( project [)Tj [-7.7 ]TJ (4)Tj [-0.7 ]TJ (])Tj [-7.7 ]TJ (.)Tj [-0.7 ]TJ ( )Tj /N297 1 Tf -28.78999 -2.17 TD 0.0016 Tc (5.1.)Tj [9.39999 ]TJ (3)Tj [7.8 ]TJ ( )Tj [-500 ]TJ (Email f)Tj [4.60001 ]TJ (ilt)Tj [4.60001 ]TJ (ering domain )Tj /N299 1 Tf 0 -1.63 TD 0 Tw (M)Tj [4.5 ]TJ (a)Tj [1.5 ]TJ (ilCat)Tj /N296 1 Tf 3.34 0 TD 0.00079 Tc 0.0192 Tw ( [72] f)Tj [3.8 ]TJ (ilte)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (s)Tj [0 ]TJ ( e)Tj [4.60001 ]TJ (m)Tj [-1.39999 ]TJ (a)Tj [4.60001 ]TJ (il by)Tj [30.8 ]TJ ( pr)Tj [3.8 ]TJ (oviding)Tj [10.8 ]TJ ( a)Tj [4.60001 ]TJ ( c)Tj [4.60001 ]TJ (hoic)Tj [4.60001 ]TJ (e)Tj [4.60001 ]TJ ( )Tj [10 ]TJ (of)Tj [3.8 ]TJ ( )Tj [10 ]TJ (f)Tj [3.8 ]TJ (o)Tj [0.8 ]TJ (lde)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (s )Tj [10 ]TJ (to )Tj [10 ]TJ (the)Tj [4.60001 ]TJ ( )Tj [10 ]TJ (use)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (. )Tj [10 ]TJ (TF)Tj [7 ]TJ (-)Tj [3.8 ]TJ (I)Tj [23.8 ]TJ (DF)Tj [7 ]TJ ( )Tj [10 ]TJ (ve)Tj [4.60001 ]TJ (c)Tj [4.60001 ]TJ (t)Tj [-1.39999 ]TJ (or)Tj [3.8 ]TJ (s )Tj -3.34 -1.14999 TD 0.00101 Tc 0.089 Tw (a)Tj [4.8 ]TJ (r)Tj [4 ]TJ (e)Tj [4.8 ]TJ ( )Tj [-10 ]TJ (c)Tj [4.8 ]TJ (r)Tj [4 ]TJ (e)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (t)Tj [-1.2 ]TJ (e)Tj [4.8 ]TJ (d)Tj [1 ]TJ ( )Tj [-10 ]TJ (f)Tj [4 ]TJ (o)Tj [1 ]TJ (r)Tj [4 ]TJ ( e)Tj [4.8 ]TJ (x)Tj [-9 ]TJ (isting)Tj [11 ]TJ ( e)Tj [4.8 ]TJ (m)Tj [-1.2 ]TJ (a)Tj [4.8 ]TJ (ils, a)Tj [4.8 ]TJ (nd c)Tj [4.8 ]TJ (o)Tj [1 ]TJ (sine)Tj [4.8 ]TJ ( simila)Tj [4.8 ]TJ (r)Tj [4 ]TJ (ity)Tj [31 ]TJ ( use)Tj [4.8 ]TJ (d)Tj [1 ]TJ ( to ma)Tj [4.8 ]TJ (tc)Tj [4.8 ]TJ (h ne)Tj [4.8 ]TJ (w e)Tj [4.8 ]TJ (m)Tj [-1.2 ]TJ (a)Tj [4.8 ]TJ (ils. The)Tj [4.8 ]TJ ( )Tj T* -0.0006 Tc 0.1806 Tw (user )Tj [-10 ]TJ (has )Tj [-10 ]TJ (the )Tj [-10 ]TJ (final say)Tj [29.39999 ]TJ (,)Tj [-0.60001 ]TJ ( choosing)Tj [9.39999 ]TJ ( one of the sug)Tj [9.39999 ]TJ (g)Tj [9.39999 ]TJ (e)Tj [3.2 ]TJ (sted folders or moving)Tj [9.39999 ]TJ ( messag)Tj [9.39999 ]TJ (e)Tj [3.2 ]TJ (s )Tj T* 0.0011 Tc 0 Tw (ma)Tj [4.89999 ]TJ (nua)Tj [4.89999 ]TJ (lly)Tj [31.10001 ]TJ (. )Tj 0 -2.14999 TD -0.0006 Tc 0.0806 Tw (Results: 0.3 second classification time, 60-80% accuracy)Tj [29.39999 ]TJ ( g)Tj [9.39999 ]TJ (i)Tj [-2.8 ]TJ (ving)Tj [9.39999 ]TJ ( user )Tj [10 ]TJ (one )Tj [10 ]TJ (choice, )Tj [10 ]TJ (80-)Tj 0 -1.14999 TD -0.0014 Tc 0.0014 Tw (98% accuracy)Tj [28.60001 ]TJ ( g)Tj [8.60001 ]TJ (i)Tj [-3.60001 ]TJ (vi)Tj [-3.60001 ]TJ (ng)Tj [8.60001 ]TJ ( user 3 choi)Tj [-3.60001 ]TJ (ces of fol)Tj [-3.60001 ]TJ (d)Tj [-1.39999 ]TJ (er. )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 10 10 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 10 )Tj /N299 1 Tf 0 59.55 TD -0.00211 Tc 0 Tw (MAGI)Tj /N296 1 Tf 2.49001 0 TD -0.00079 Tc 0.4408 Tw ( )Tj [-10 ]TJ ([)Tj [-7.8 ]TJ (17])Tj [-7.8 ]TJ ( )Tj [-10 ]TJ (filters emails, monitoring)Tj [9.2 ]TJ ( user behaviour and receiving)Tj [9.2 ]TJ ( relevance )Tj -2.49001 -1.14999 TD -0.0007 Tc 0.0007 Tw (feedback. CN2 and I)Tj [22.3 ]TJ (B)Tj [6.3 ]TJ (PL)Tj [20.10001 ]TJ ( are used to classify)Tj [29.3 ]TJ ( emails. )Tj /N299 1 Tf 0 -2.14999 TD -0.002 Tc 0 Tw (Maxi)Tj [-4.2 ]TJ (ms )Tj /N296 1 Tf 3.46001 0 TD 0.0013 Tc 0.0387 Tw ([33] )Tj [-10 ]TJ (f)Tj [4.3 ]TJ (ilte)Tj [5.10001 ]TJ (r)Tj [4.3 ]TJ (s)Tj [0.5 ]TJ ( )Tj [-10 ]TJ (e)Tj [5.10001 ]TJ (m)Tj [-0.89999 ]TJ (a)Tj [5.10001 ]TJ (il )Tj [-10 ]TJ (by)Tj [31.3 ]TJ ( )Tj [-10 ]TJ (le)Tj [5.10001 ]TJ (a)Tj [5.10001 ]TJ (r)Tj [4.3 ]TJ (ning)Tj [11.3 ]TJ ( r)Tj [4.3 ]TJ (e)Tj [5.10001 ]TJ (pe)Tj [5.10001 ]TJ (titive)Tj [5.10001 ]TJ ( a)Tj [5.10001 ]TJ (c)Tj [5.10001 ]TJ (tions the)Tj [5.10001 ]TJ ( use)Tj [5.10001 ]TJ (r)Tj [4.3 ]TJ ( pe)Tj [5.10001 ]TJ (r)Tj [4.3 ]TJ (f)Tj [4.3 ]TJ (o)Tj [1.3 ]TJ (r)Tj [4.3 ]TJ (m)Tj [-0.89999 ]TJ (s. I)Tj [24.3 ]TJ (t)Tj [-0.89999 ]TJ ( monitor)Tj [4.3 ]TJ (s)Tj [0.5 ]TJ ( )Tj -3.46001 -1.14999 TD -0.0015 Tc 0.1815 Tw (user )Tj [-10 ]TJ (act)Tj [-3.7 ]TJ (i)Tj [-3.7 ]TJ (ons )Tj [-10 ]TJ (usi)Tj [-3.7 ]TJ (n)Tj [-1.5 ]TJ (g)Tj [8.5 ]TJ ( )Tj [-10 ]TJ (m)Tj [-3.7 ]TJ (e)Tj [2.3 ]TJ (m)Tj [-3.7 ]TJ (o)Tj [-1.5 ]TJ (ry)Tj [28.5 ]TJ (-based )Tj [-10 ]TJ (reasoni)Tj [-3.7 ]TJ (ng)Tj [8.5 ]TJ ( t)Tj [-3.7 ]TJ (o)Tj [-1.5 ]TJ ( di)Tj [-3.7 ]TJ (scover pat)Tj [-3.7 ]TJ (t)Tj [-3.7 ]TJ (e)Tj [2.3 ]TJ (rns. Ag)Tj [8.5 ]TJ (ent)Tj [-3.7 ]TJ (s)Tj [-2.3 ]TJ ( can share )Tj T* 0.0005 Tc -0.0005 Tw (e)Tj [4.3 ]TJ (x)Tj [-9.5 ]TJ (pe)Tj [4.3 ]TJ (r)Tj [3.5 ]TJ (tise)Tj [4.3 ]TJ ( with othe)Tj [4.3 ]TJ (r)Tj [3.5 ]TJ ( a)Tj [4.3 ]TJ (g)Tj [10.5 ]TJ (e)Tj [4.3 ]TJ (n)Tj [0.5 ]TJ (ts, a)Tj [4.3 ]TJ (nd use)Tj [4.3 ]TJ (r)Tj [3.5 ]TJ ( pr)Tj [3.5 ]TJ (og)Tj [10.5 ]TJ (r)Tj [3.5 ]TJ (a)Tj [4.3 ]TJ (mming)Tj [10.5 ]TJ ( is a)Tj [4.3 ]TJ (llowe)Tj [4.3 ]TJ (d. )Tj /N299 1 Tf 0 -2.14999 TD -0.0015 Tc 0 Tw (Re:Agent)Tj /N296 1 Tf 3.71001 0 TD -0.0006 Tc 0.0706 Tw ( [)Tj [-7.60001 ]TJ (9)Tj [-0.60001 ]TJ (])Tj [-7.60001 ]TJ ( is an email filter that accepts user provided key)Tj [29.39999 ]TJ (w)Tj [1.60001 ]TJ (ords for )Tj [10 ]TJ (its )Tj [10 ]TJ (g)Tj [9.39999 ]TJ (r)Tj [2.39999 ]TJ (ouping)Tj [9.39999 ]TJ (s. )Tj [70 ]TJ ( )Tj -3.71001 -1.14999 TD -0.0024 Tc 0.1424 Tw (TF-I)Tj [20.60001 ]TJ (DF )Tj [-10 ]TJ (vect)Tj [-4.60001 ]TJ (ors )Tj [-10 ]TJ (are )Tj [-10 ]TJ (creat)Tj [-4.60001 ]TJ (ed )Tj [-10 ]TJ (for )Tj [-10 ]TJ (each )Tj [-10 ]TJ (em)Tj [-4.60001 ]TJ (ai)Tj [-4.60001 ]TJ (l)Tj [-4.60001 ]TJ (,)Tj [-2.39999 ]TJ ( al)Tj [-4.60001 ]TJ (ong)Tj [7.60001 ]TJ ( wi)Tj [-4.60001 ]TJ (t)Tj [-4.60001 ]TJ (h)Tj [-2.39999 ]TJ ( t)Tj [-4.60001 ]TJ (h)Tj [-2.39999 ]TJ (e TF of t)Tj [-4.60001 ]TJ (h)Tj [-2.39999 ]TJ (e user provi)Tj [-4.60001 ]TJ (ded )Tj T* -0.0007 Tc 0.0907 Tw (key)Tj [29.3 ]TJ (w)Tj [1.5 ]TJ (ords. This representation is then clustered using)Tj [9.3 ]TJ ( a nearest neig)Tj [9.3 ]TJ (hbour )Tj [10 ]TJ (and )Tj [10 ]TJ (neural )Tj T* 0.0006 Tw (network clustering)Tj [9.39999 ]TJ ( alg)Tj [9.39999 ]TJ (o)Tj [-0.60001 ]TJ (rithm \(for comparison\). )Tj 0 -2.14999 TD 0.03059 Tw (Results: )Tj [-10 ]TJ (classification )Tj [-10 ]TJ (accuracy)Tj [29.39999 ]TJ ( )Tj [-10 ]TJ (\226 )Tj [-10 ]TJ (neural )Tj [-10 ]TJ (network 94.8 \261 4.2%, nearest neig)Tj [9.39999 ]TJ (hbour 96.9 )Tj 0 -1.14999 TD -0.00079 Tc 0.2608 Tw (\261 2.3%; hig)Tj [9.2 ]TJ (h)Tj [-0.8 ]TJ ( accuracy)Tj [29.2 ]TJ ( due to simple classification task \(into \223work\224 )Tj [10 ]TJ (or )Tj [10 ]TJ (\223other\224 )Tj T* -0.0022 Tc 0 Tw (cat)Tj [-4.39999 ]TJ (eg)Tj [7.8 ]TJ (ori)Tj [-4.39999 ]TJ (e)Tj [1.60001 ]TJ (s\). )Tj /N297 1 Tf 0 -2.17 TD 0.0023 Tc -0.00011 Tw (5.1.)Tj [10.10001 ]TJ (4)Tj [8.5 ]TJ ( )Tj [-500 ]TJ (Expert)Tj [5.3 ]TJ ( assist)Tj [5.3 ]TJ (ance domain )Tj /N299 1 Tf 0 -1.63 TD -0.0002 Tc 0 Tw (Coach)Tj /N296 1 Tf 2.61 0 TD 0.0013 Tc 0.0887 Tw ( [73] is a)Tj [5.10001 ]TJ ( L)Tj [22.10001 ]TJ (I)Tj [24.3 ]TJ (SP he)Tj [5.10001 ]TJ (lp sy)Tj [31.3 ]TJ (ste)Tj [5.10001 ]TJ (m)Tj [-0.89999 ]TJ ( tha)Tj [5.10001 ]TJ (t)Tj [-0.89999 ]TJ ( monitor)Tj [4.3 ]TJ (s)Tj [0.5 ]TJ ( )Tj [10 ]TJ (use)Tj [5.10001 ]TJ (r)Tj [4.3 ]TJ ( )Tj [10 ]TJ (mista)Tj [5.10001 ]TJ (ke)Tj [5.10001 ]TJ (s )Tj [10 ]TJ (a)Tj [5.10001 ]TJ (nd )Tj [10 ]TJ (of)Tj [4.3 ]TJ (f)Tj [4.3 ]TJ (e)Tj [5.10001 ]TJ (r)Tj [4.3 ]TJ (s)Tj [0.5 ]TJ ( )Tj [10 ]TJ (unsolic)Tj [5.10001 ]TJ (ite)Tj [5.10001 ]TJ (d )Tj -2.61 -1.14999 TD -0.00079 Tc 0.34081 Tw (advice. A knowledg)Tj [9.2 ]TJ (e-based user model is supported, with the concept of )Tj [10 ]TJ (user )Tj T* 0.2608 Tw (ex)Tj [-10.8 ]TJ (perience stereoty)Tj [29.2 ]TJ (pically)Tj [29.2 ]TJ ( represented. Heuristics adjust the model )Tj [10 ]TJ (based )Tj [10 ]TJ (on )Tj [10 ]TJ (user )Tj T* 0.00121 Tc 0 Tw (mista)Tj [5 ]TJ (ke)Tj [5 ]TJ (s. )Tj 0 -2.14999 TD -0.0007 Tc 0.0307 Tw (Results: Student performance improved, knowledg)Tj [9.3 ]TJ (e of )Tj [10 ]TJ (functions )Tj [10 ]TJ (improved )Tj [10 ]TJ (by)Tj [29.3 ]TJ ( )Tj [10 ]TJ (a )Tj [10 ]TJ (factor )Tj 0 -1.14999 TD -0.0005 Tc 0.0005 Tw (of 5. )Tj /N299 1 Tf 0 -2.14999 TD -0.00121 Tc 0 Tw (Eager)Tj /N296 1 Tf 2.44 0 TD 0.00101 Tc 0.209 Tw ( [13] a)Tj [4.8 ]TJ (u)Tj [1 ]TJ (toma)Tj [4.8 ]TJ (te)Tj [4.8 ]TJ (s obse)Tj [4.8 ]TJ (r)Tj [4 ]TJ (ve)Tj [4.8 ]TJ (d r)Tj [4 ]TJ (e)Tj [4.8 ]TJ (pe)Tj [4.8 ]TJ (titive)Tj [4.8 ]TJ ( Hy)Tj [31 ]TJ (pe)Tj [4.8 ]TJ (r)Tj [4 ]TJ (C)Tj [-2 ]TJ (a)Tj [4.8 ]TJ (r)Tj [4 ]TJ (d a)Tj [4.89999 ]TJ (c)Tj [4.8 ]TJ (tions. I)Tj [24 ]TJ (t)Tj [-1.2 ]TJ ( monitor)Tj [4 ]TJ (s)Tj [0.2 ]TJ ( )Tj [10 ]TJ (the)Tj [4.8 ]TJ ( )Tj [10 ]TJ (use)Tj [4.8 ]TJ (r)Tj [4 ]TJ ( )Tj -2.44 -1.14999 TD -0.0007 Tc 0.0007 Tw (looking)Tj [9.3 ]TJ ( for behaviour patterns, and creates helpful macros from them. )Tj 0 -2.14999 TD 0.00121 Tc 0.1088 Tw (Re)Tj [5 ]TJ (sults: Use)Tj [5 ]TJ (r)Tj [4.2 ]TJ (s f)Tj [4.2 ]TJ (e)Tj [5 ]TJ (lt a)Tj [5 ]TJ ( loss of)Tj [4.2 ]TJ ( c)Tj [5 ]TJ (ontr)Tj [4.2 ]TJ (o)Tj [1.2 ]TJ (l; ma)Tj [5 ]TJ (c)Tj [5 ]TJ (r)Tj [4.2 ]TJ (os f)Tj [4.2 ]TJ (o)Tj [1.2 ]TJ (r)Tj [4.2 ]TJ ( )Tj [10 ]TJ (some)Tj [5 ]TJ ( )Tj [10 ]TJ (ir)Tj [4.2 ]TJ (r)Tj [4.2 ]TJ (e)Tj [5.10001 ]TJ (le)Tj [5 ]TJ (va)Tj [5 ]TJ (nt )Tj [10 ]TJ (sma)Tj [5 ]TJ (ll )Tj [10 ]TJ (pa)Tj [5 ]TJ (tte)Tj [5 ]TJ (r)Tj [4.2 ]TJ (n)Tj [1.2 ]TJ (s )Tj [10 ]TJ (we)Tj [5 ]TJ (r)Tj [4.2 ]TJ (e)Tj [5 ]TJ ( )Tj 0 -1.14999 TD -0.0024 Tc 0 Tw (creat)Tj [-4.60001 ]TJ (ed. )Tj /N299 1 Tf 0 -2.14999 TD -0.0023 Tc (GAL)Tj [-6.10001 ]TJ (O)Tj [-0.10001 ]TJ (IS)Tj /N296 1 Tf 3.44 0 TD -0.0009 Tc 0.0509 Tw ( )Tj [-10 ]TJ ([)Tj [-7.89999 ]TJ (68])Tj [-7.89999 ]TJ ( )Tj [-10 ]TJ (monitors the use of an application, and offers ex)Tj [-10.89999 ]TJ (pert advise when users )Tj -3.44 -1.14999 TD -0.0007 Tc 0.16071 Tw (are lost or being)Tj [9.3 ]TJ ( inefficient. An initial )Tj [10 ]TJ (knowledg)Tj [9.3 ]TJ (e-based )Tj [10 ]TJ (user )Tj [10 ]TJ (profile )Tj [10 ]TJ (is )Tj [10 ]TJ (constructed )Tj T* -0.00031 Tc 0.0703 Tw (from personal information, then a behavioural model built by)Tj [29.7 ]TJ ( )Tj [10 ]TJ (observing)Tj [9.7 ]TJ ( )Tj [10 ]TJ (user )Tj [10 ]TJ (actions. )Tj T* 0.0004 Tw (Stereoty)Tj [29.60001 ]TJ (pes are used to classify)Tj [29.60001 ]TJ ( users, thus allowing)Tj [9.60001 ]TJ ( customiz)Tj [-6.60001 ]TJ (ed help. )Tj /N299 1 Tf 0 -2.14999 TD -0.0015 Tc 0 Tw (GESIA)Tj /N296 1 Tf 2.77 0 TD -0.0005 Tc 0.33051 Tw ( [)Tj [-7.5 ]TJ (11])Tj [-7.5 ]TJ ( helps ex)Tj [-10.5 ]TJ (pert sy)Tj [29.5 ]TJ (stem developers by)Tj [29.5 ]TJ ( sug)Tj [9.5 ]TJ (g)Tj [9.5 ]TJ (e)Tj [3.3 ]TJ (sting)Tj [9.5 ]TJ ( )Tj [10 ]TJ (predicted )Tj [10 ]TJ (actions. )Tj [10 ]TJ (A )Tj -2.77 -1.14999 TD 0.0605 Tw (B)Tj [6.5 ]TJ (a)Tj [3.3 ]TJ (y)Tj [29.5 ]TJ (e)Tj [3.3 ]TJ (sian network models user behaviour, allowing)Tj [9.5 ]TJ ( predictions with )Tj [10 ]TJ (the )Tj [10 ]TJ (help )Tj [10 ]TJ (of )Tj [10 ]TJ (hard-)Tj T* -0.0006 Tc 0.0006 Tw (coded domain knowledg)Tj [9.39999 ]TJ (e. )Tj /N299 1 Tf 0 -2.14999 TD -0.0015 Tc 0.06149 Tw (Open Sesame!)Tj /N296 1 Tf 5.8 0 TD 0.0011 Tc 0.0589 Tw ( [20] obse)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (ve)Tj [4.89999 ]TJ (s use)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ ( a)Tj [4.89999 ]TJ (c)Tj [4.89999 ]TJ (tions a)Tj [4.89999 ]TJ (nd of)Tj [4.10001 ]TJ (f)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (s)Tj [0.3 ]TJ ( to a)Tj [4.89999 ]TJ (u)Tj [1.10001 ]TJ (toma)Tj [4.89999 ]TJ (te)Tj [4.89999 ]TJ ( r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (pe)Tj [4.89999 ]TJ (titive)Tj [4.89999 ]TJ ( ta)Tj [4.89999 ]TJ (sks. )Tj [10 ]TJ (The)Tj [4.89999 ]TJ ( )Tj -5.8 -1.14999 TD -0.0002 Tc 0.0002 Tw (ART-2 learning)Tj [9.8 ]TJ ( alg)Tj [9.8 ]TJ (o)Tj [-0.2 ]TJ (rithm is used. )Tj 0 -2.14999 TD 0.2502 Tw (Results: Only)Tj [29.8 ]TJ ( 2/129 sug)Tj [9.8 ]TJ (g)Tj [9.8 ]TJ (e)Tj [3.60001 ]TJ (stions were followed \226 sy)Tj [29.8 ]TJ (stem )Tj [10 ]TJ (deemed )Tj [10 ]TJ (to )Tj [10 ]TJ (have )Tj [10 ]TJ (failed; )Tj 0 -1.14999 TD -0.0004 Tc 0.0004 Tw (action patterns do not g)Tj [9.60001 ]TJ (e)Tj [3.39999 ]TJ (neraliz)Tj [-6.60001 ]TJ (e across situations well. )Tj /N297 1 Tf 0 -2.17 TD 0.0011 Tc 0.5011 Tw (5.1.)Tj [8.89999 ]TJ (5)Tj [7.3 ]TJ ( Matchmaking )Tj [500 ]TJ (domain )Tj /N299 1 Tf 0 -1.63 TD -0.0007 Tc 0 Tw (Expert¸£Àû×ÅÆ¬er)Tj /N296 1 Tf 5.38 0 TD -0.0009 Tc 0.21091 Tw ( )Tj [-10 ]TJ ([)Tj [-7.89999 ]TJ (78])Tj [-7.89999 ]TJ ( )Tj [-10 ]TJ (monitors )Tj [-10 ]TJ (users\222 J)Tj [-11.7 ]TJ (a)Tj [2.89999 ]TJ (va code and finds people who use the same )Tj -5.38 -1.14999 TD 0.0007 Tc 0.2093 Tw (c)Tj [4.5 ]TJ (l)Tj [-1.5 ]TJ (a)Tj [4.5 ]TJ (sse)Tj [4.5 ]TJ (s. TF)Tj [6.89999 ]TJ (-)Tj [3.7 ]TJ (I)Tj [23.7 ]TJ (DF)Tj [6.89999 ]TJ ( ve)Tj [4.5 ]TJ (c)Tj [4.5 ]TJ (t)Tj [-1.5 ]TJ (or)Tj [3.7 ]TJ (s r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ (pr)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ (s)Tj [-0.10001 ]TJ (e)Tj [4.5 ]TJ (n)Tj [0.7 ]TJ (t c)Tj [4.5 ]TJ (ode)Tj [4.5 ]TJ ( f)Tj [3.7 ]TJ (ile)Tj [4.5 ]TJ (s, a)Tj [4.5 ]TJ (nd c)Tj [4.5 ]TJ (o)Tj [0.7 ]TJ (sine)Tj [4.5 ]TJ ( )Tj [10 ]TJ (simila)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ (ity)Tj [30.7 ]TJ ( )Tj [10 ]TJ (is )Tj [10 ]TJ (use)Tj [4.5 ]TJ (d)Tj [0.7 ]TJ ( )Tj [10 ]TJ (to )Tj [10 ]TJ (f)Tj [3.7 ]TJ (i)Tj [-1.5 ]TJ (nd )Tj T* 0.0013 Tc -0.0013 Tw (simila)Tj [5.10001 ]TJ (r)Tj [4.3 ]TJ ( pe)Tj [5.10001 ]TJ (ople)Tj [5.10001 ]TJ (.)Tj [1.3 ]TJ ( )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 11 11 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 11 )Tj /N299 1 Tf 0 59.55 TD 0.00101 Tc 0 Tw (Re)Tj [4.8 ]TJ (fe)Tj [4.8 ]TJ (rralW)Tj [24 ]TJ (e)Tj [4.8 ]TJ (b)Tj /N296 1 Tf 5.08 0 TD -0.0005 Tc 0.02049 Tw ( )Tj [-10 ]TJ ([)Tj [-7.5 ]TJ (23])Tj [-7.5 ]TJ ( builds a social network from publicly)Tj [29.5 ]TJ ( available web pag)Tj [9.5 ]TJ (e)Tj [3.3 ]TJ (s. People\222s )Tj -5.08 -1.14999 TD -0.002 Tc 0.15199 Tw (nam)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ (s are ex)Tj [-12 ]TJ (t)Tj [-4.2 ]TJ (r)Tj [1 ]TJ (act)Tj [-4.2 ]TJ (ed from)Tj [-4.2 ]TJ ( pag)Tj [8 ]TJ (e)Tj [1.8 ]TJ (s, and co-occurrence )Tj [10 ]TJ (of )Tj [10 ]TJ (nam)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ (s )Tj [10 ]TJ (wi)Tj [-4.2 ]TJ (t)Tj [-4.2 ]TJ (h)Tj [-2 ]TJ (i)Tj [-4.2 ]TJ (n)Tj [-2 ]TJ ( )Tj [10 ]TJ (pag)Tj [8 ]TJ (e)Tj [1.8 ]TJ (s )Tj [10 ]TJ (i)Tj [-4.2 ]TJ (m)Tj [-4.2 ]TJ (p)Tj [-2 ]TJ (l)Tj [-4.2 ]TJ (y)Tj [28 ]TJ ( )Tj [10 ]TJ (a )Tj T* -0.0004 Tc 0.0004 Tw (social connection. Queries such as \223list docs close to Mitchell\224 c\ an thus be issued. )Tj /N299 1 Tf 0 -2.14999 TD 0.0011 Tc 0 Tw (Y)Tj [-12.7 ]TJ (e)Tj [4.89999 ]TJ (nta)Tj /N296 1 Tf 2.28999 0 TD -0.00079 Tc 0.1608 Tw ( )Tj [-10 ]TJ ([)Tj [-7.8 ]TJ (16])Tj [-7.8 ]TJ ( )Tj [-10 ]TJ (allows )Tj [-10 ]TJ (user ag)Tj [9.2 ]TJ (ents to \223find\224 each other, and determine commonality)Tj [29.2 ]TJ ( of )Tj -2.28999 -1.14999 TD -0.0002 Tc 0.2702 Tw (interests. )Tj [-10 ]TJ (The )Tj [-10 ]TJ (SMART alg)Tj [9.8 ]TJ (o)Tj [-0.2 ]TJ (rithm initially)Tj [29.8 ]TJ ( classifies user emails, newsg)Tj [9.8 ]TJ (r)Tj [2.8 ]TJ (oups and )Tj T* -0.0018 Tc 0.1218 Tw (creat)Tj [-4 ]TJ (ed fi)Tj [-4 ]TJ (l)Tj [-4 ]TJ (e)Tj [2 ]TJ (s i)Tj [-4 ]TJ (n)Tj [-1.8 ]TJ ( order t)Tj [-4 ]TJ (o)Tj [-1.8 ]TJ ( bui)Tj [-4 ]TJ (l)Tj [-4 ]TJ (d)Tj [-1.8 ]TJ ( an i)Tj [-4 ]TJ (n)Tj [-1.8 ]TJ (t)Tj [-4 ]TJ (e)Tj [2 ]TJ (rest)Tj [-4 ]TJ ( profi)Tj [-4 ]TJ (l)Tj [-4 ]TJ (e)Tj [2 ]TJ (. Ag)Tj [8.2 ]TJ (ent)Tj [-4 ]TJ (s)Tj [-2.60001 ]TJ ( t)Tj [-4 ]TJ (h)Tj [-1.8 ]TJ (en fi)Tj [-4 ]TJ (nd )Tj [10 ]TJ (each )Tj [10 ]TJ (ot)Tj [-4 ]TJ (her )Tj [10 ]TJ (i)Tj [-4 ]TJ (n)Tj [-1.8 ]TJ ( )Tj [10 ]TJ (t)Tj [-4 ]TJ (h)Tj [-1.8 ]TJ (e )Tj T* 0.0009 Tc -0.0009 Tw (Ye)Tj [4.7 ]TJ (nta)Tj [4.7 ]TJ ( sy)Tj [30.89999 ]TJ (ste)Tj [4.7 ]TJ (m)Tj [-1.3 ]TJ (, c)Tj [4.7 ]TJ (o)Tj [0.89999 ]TJ (mpa)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ ( pr)Tj [3.89999 ]TJ (of)Tj [3.89999 ]TJ (ile)Tj [4.7 ]TJ (s f)Tj [3.89999 ]TJ (o)Tj [0.89999 ]TJ (r)Tj [3.89999 ]TJ ( simila)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (ity)Tj [30.89999 ]TJ (, a)Tj [4.7 ]TJ (nd sug)Tj [10.89999 ]TJ (g)Tj [10.89999 ]TJ (e)Tj [4.7 ]TJ (st othe)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ ( a)Tj [4.7 ]TJ (g)Tj [10.89999 ]TJ (e)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ (ts to tr)Tj [3.89999 ]TJ (y)Tj [30.89999 ]TJ (.)Tj [0.89999 ]TJ ( )Tj 0 -2.14999 TD -0.00079 Tc 0.00079 Tw (Results: Halves the worst-case search space, robust to removal of ag)Tj [9.2 ]TJ (ents. )Tj /N297 1 Tf 0 -2.17 TD 0.0022 Tc 0.5 Tw (5.1.)Tj [10 ]TJ (6)Tj [8.39999 ]TJ ( M)Tj [5.2 ]TJ (eet)Tj [5.2 ]TJ (ing )Tj [500 ]TJ (schedulers )Tj /N299 1 Tf 0 -1.63 TD 0.0011 Tc 0 Tw (CAP)Tj /N296 1 Tf 1.89 0 TD -0.0007 Tc 0.0807 Tw ( [)Tj [-7.7 ]TJ (43])Tj [-7.7 ]TJ ( is a calendar manag)Tj [9.3 ]TJ (e)Tj [3.10001 ]TJ (r, monitoring)Tj [9.3 ]TJ ( )Tj [10 ]TJ (email )Tj [10 ]TJ (and )Tj [10 ]TJ (scheduling)Tj [9.3 ]TJ ( )Tj [10 ]TJ (software )Tj [10 ]TJ (to )Tj [10 ]TJ (detect )Tj -1.89 -1.14999 TD 0.00079 Tc 0.0992 Tw (me)Tj [4.60001 ]TJ (e)Tj [4.60001 ]TJ (ting)Tj [10.8 ]TJ ( )Tj [-10 ]TJ (pa)Tj [4.60001 ]TJ (tte)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (n)Tj [0.8 ]TJ (s. )Tj [-10 ]TJ (De)Tj [4.60001 ]TJ (c)Tj [4.60001 ]TJ (i)Tj [-1.39999 ]TJ (sion )Tj [-10 ]TJ (tr)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (e)Tj [4.60001 ]TJ (s)Tj [0 ]TJ ( )Tj [-10 ]TJ (\()Tj [3.8 ]TJ (I)Tj [23.8 ]TJ (D3\))Tj [3.8 ]TJ (,)Tj [0.8 ]TJ ( using)Tj [10.8 ]TJ ( inf)Tj [3.8 ]TJ (o)Tj [0.8 ]TJ (r)Tj [3.8 ]TJ (m)Tj [-1.39999 ]TJ (a)Tj [4.60001 ]TJ (tion g)Tj [10.8 ]TJ (a)Tj [4.60001 ]TJ (in to se)Tj [4.60001 ]TJ (le)Tj [4.7 ]TJ (c)Tj [4.60001 ]TJ (t)Tj [-1.39999 ]TJ ( f)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (t)Tj [-1.39999 ]TJ (ur)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (s)Tj [0 ]TJ (, a)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.7 ]TJ ( )Tj T* -0.0005 Tc 0.0005 Tw (converted to production rules. )Tj 0 -2.14999 TD -0.00101 Tc 0.071 Tw (Results: 31-60% accuracy)Tj [29 ]TJ ( \(averag)Tj [9 ]TJ (e)Tj [2.8 ]TJ ( of 47%\) not sufficient for automation, rules )Tj [10 ]TJ (were )Tj 0 -1.14999 TD -0.0007 Tc 0.0007 Tw (human readable which improved user understanding)Tj [9.3 ]TJ (. )Tj /N299 1 Tf 0 -2.14999 TD -0.0005 Tc 0.1105 Tw (Meeting scheduling agent)Tj /N296 1 Tf 10.53999 0 TD 0.0013 Tc 0.1087 Tw ( [32] sc)Tj [5.10001 ]TJ (he)Tj [5.10001 ]TJ (dule)Tj [5.10001 ]TJ (s)Tj [0.5 ]TJ ( me)Tj [5.10001 ]TJ (e)Tj [5.10001 ]TJ (ting)Tj [11.3 ]TJ (s)Tj [0.5 ]TJ ( by)Tj [31.3 ]TJ ( le)Tj [5.10001 ]TJ (a)Tj [5.2 ]TJ (r)Tj [4.3 ]TJ (ning)Tj [11.3 ]TJ ( r)Tj [4.3 ]TJ (e)Tj [5.10001 ]TJ (pe)Tj [5.10001 ]TJ (titive)Tj [5.10001 ]TJ ( a)Tj [5.2 ]TJ (c)Tj [5.10001 ]TJ (tions the)Tj [5.10001 ]TJ ( )Tj -10.53999 -1.14999 TD -0.00169 Tc 0.0817 Tw (user )Tj [-10 ]TJ (perform)Tj [-3.89999 ]TJ (s. )Tj [-10 ]TJ (Mem)Tj [-3.89999 ]TJ (o)Tj [-1.7 ]TJ (ry)Tj [28.3 ]TJ (-based )Tj [-10 ]TJ (reasoni)Tj [-3.89999 ]TJ (ng)Tj [8.3 ]TJ ( and rei)Tj [-3.89999 ]TJ (n)Tj [-1.7 ]TJ (forcem)Tj [-3.89999 ]TJ (ent)Tj [-3.89999 ]TJ (s)Tj [-2.5 ]TJ ( l)Tj [-3.89999 ]TJ (earni)Tj [-3.89999 ]TJ (ng)Tj [8.3 ]TJ ( are used. Users )Tj T* -0.00121 Tc 0.00121 Tw (can g)Tj [8.8 ]TJ (i)Tj [-3.39999 ]TJ (ve ex)Tj [-11.2 ]TJ (plicit feedback. )Tj 0 -2.14999 TD -0.0007 Tc 0.2907 Tw (Results: Confidence for correct predictions settles at 0.8 to 1.0. Confi\ dence )Tj [10 ]TJ (for )Tj 0 -1.14999 TD -0.00079 Tc 0.1308 Tw (incorrect )Tj [-10 ]TJ (predictions )Tj [-10 ]TJ (settles )Tj [-10 ]TJ (at )Tj [-10 ]TJ (0 to 0.2. Some roug)Tj [9.2 ]TJ (e confidence values remain after )Tj T* 0.0015 Tc -0.0015 Tw (se)Tj [5.3 ]TJ (ttling)Tj [11.5 ]TJ ( time)Tj [5.3 ]TJ (. )Tj 0 -2.14999 TD -0.0016 Tc 0.0916 Tw (Hay)Tj [28.39999 ]TJ (n)Tj [-1.60001 ]TJ (es\222 [)Tj [-8.60001 ]TJ (19])Tj [-8.60001 ]TJ ( m)Tj [-3.8 ]TJ (eet)Tj [-3.8 ]TJ (i)Tj [-3.8 ]TJ (n)Tj [-1.60001 ]TJ (g)Tj [8.39999 ]TJ ( schedul)Tj [-3.8 ]TJ (er assi)Tj [-3.8 ]TJ (g)Tj [8.39999 ]TJ (n)Tj [-1.60001 ]TJ (s an ag)Tj [8.39999 ]TJ (ent)Tj [-3.8 ]TJ ( t)Tj [-3.8 ]TJ (o)Tj [-1.60001 ]TJ ( each user, who )Tj [10 ]TJ (t)Tj [-3.8 ]TJ (h)Tj [-1.60001 ]TJ (en )Tj [10 ]TJ (prog)Tj [8.39999 ]TJ (ram)Tj [-3.8 ]TJ (s)Tj [-2.39999 ]TJ ( )Tj [10 ]TJ (i)Tj [-3.8 ]TJ (t)Tj [-3.8 ]TJ ( )Tj 0 -1.14999 TD -0.0009 Tc 0.15089 Tw (with their personal preferences. The ag)Tj [9.10001 ]TJ (ents then neg)Tj [9.10001 ]TJ (o)Tj [-0.89999 ]TJ (tiate meeting)Tj [9.10001 ]TJ ( )Tj [10 ]TJ (times )Tj [10 ]TJ (with )Tj [10 ]TJ (each )Tj T* -0.00079 Tc 0 Tw (other. )Tj /N297 1 Tf 0 -2.17 TD 0.0014 Tc 0.00079 Tw (5.1.)Tj [9.2 ]TJ (7)Tj [7.60001 ]TJ ( )Tj [-500 ]TJ (N)Tj [3.60001 ]TJ (e)Tj [-2.39999 ]TJ (w)Tj [-20.8 ]TJ (s)Tj [-2.39999 ]TJ ( f)Tj [4.39999 ]TJ (ilt)Tj [4.39999 ]TJ (ering domain )Tj /N299 1 Tf 0 -1.63 TD -0.0002 Tc 0 Tw (ANATAGONOMY)Tj /N296 1 Tf 7.28999 0 TD -0.0007 Tc 0.0807 Tw ( [)Tj [-7.7 ]TJ (69])Tj [-7.7 ]TJ ( is based on the Krakatoa Chronicle, providing)Tj [9.3 ]TJ ( a )Tj [10 ]TJ (personaliz)Tj [-6.89999 ]TJ (ed )Tj -7.28999 -1.14999 TD -0.00079 Tc 0.00079 Tw (newspaper. I)Tj [22.2 ]TJ (m)Tj [-3 ]TJ (plicit feedback from user activity)Tj [29.2 ]TJ ( has been added. )Tj 0 -2.14999 TD 0.0011 Tc -0.0011 Tw (Re)Tj [4.89999 ]TJ (sults: 1-)Tj [4.10001 ]TJ (10%)Tj [4.10001 ]TJ ( e)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (r)Tj [4.10001 ]TJ (o)Tj [1.10001 ]TJ (r)Tj [4.10001 ]TJ ( a)Tj [4.89999 ]TJ (f)Tj [4.10001 ]TJ (te)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ ( 3 da)Tj [4.89999 ]TJ (y)Tj [31.10001 ]TJ (s)Tj [0.3 ]TJ ( se)Tj [4.89999 ]TJ (ttling)Tj [11.10001 ]TJ ( time)Tj [4.89999 ]TJ (. )Tj /N299 1 Tf T* 0.0015 Tc 0 Tw (Butte)Tj [5.3 ]TJ (rfly)Tj /N296 1 Tf 3.5 0 TD -0.0005 Tc 0.2205 Tw ( [)Tj [-7.5 ]TJ (29])Tj [-7.5 ]TJ ( finds interesting)Tj [9.5 ]TJ ( conversations within Usenet )Tj [10 ]TJ (newsg)Tj [9.5 ]TJ (r)Tj [2.5 ]TJ (oups. )Tj [10 ]TJ (The )Tj [10 ]TJ (user )Tj -3.5 -1.14999 TD -0.0004 Tc 0.1304 Tw (initially)Tj [29.60001 ]TJ ( )Tj [-10 ]TJ (provides )Tj [-10 ]TJ (key)Tj [29.60001 ]TJ (w)Tj [1.8 ]TJ (ords, )Tj [-10 ]TJ (and term frequency)Tj [29.60001 ]TJ ( similarity)Tj [29.60001 ]TJ ( between newsg)Tj [9.60001 ]TJ (r)Tj [2.60001 ]TJ (oups and )Tj T* -0.0006 Tc 0.0006 Tw (the user\222s profile is computed. )Tj /N299 1 Tf 0 -2.14999 TD -0.00191 Tc 0 Tw (IAN)Tj /N296 1 Tf 1.61 0 TD -0.00101 Tc 0.211 Tw ( [)Tj [-8 ]TJ (17])Tj [-8 ]TJ ( filters Usenet news, taking)Tj [9 ]TJ ( relevance feedback from the user. C4.5 )Tj [10 ]TJ (rule )Tj -1.61 -1.14999 TD -0.0006 Tc 0.0206 Tw (induction )Tj [-10 ]TJ (with TF)Tj [5.60001 ]TJ ( key)Tj [29.39999 ]TJ (w)Tj [1.60001 ]TJ (ord selection \(low entropy)Tj [29.39999 ]TJ ( words being)Tj [9.39999 ]TJ ( removed\) is compared )Tj T* -0.0002 Tc 0.0002 Tw (to I)Tj [22.8 ]TJ (B)Tj [6.8 ]TJ (PL)Tj [20.60001 ]TJ ( \(as used in MAGI)Tj [22.8 ]TJ (\). )Tj 0 -2.14999 TD -0.0006 Tc 0.0506 Tw (Results: accuracy)Tj [29.39999 ]TJ ( \226 C4.5 broad topics 70%, narrow topics 25-30% I)Tj [22.39999 ]TJ (B)Tj [6.39999 ]TJ (P)Tj [-4.39999 ]TJ (L)Tj [20.2 ]TJ ( broad )Tj [10 ]TJ (topics )Tj 0 -1.14999 TD -0.00079 Tc 0.00079 Tw (59-65%, narrow topics 40-45%. )Tj 0 -2.14999 TD -0.00211 Tc 0 Tw (The )Tj /N299 1 Tf 1.89999 0 TD 0.0004 Tc 0.09959 Tw (Krakatoa Chronicle)Tj /N296 1 Tf 8.13 0 TD -0.00079 Tc 0.09081 Tw ( [)Tj [-7.8 ]TJ (22])Tj [-7.8 ]TJ ( is a personaliz)Tj [-7 ]TJ (ed newspaper which adapts to its users\222 )Tj -10.03 -1.14999 TD -0.002 Tc 0.422 Tw (preferences. )Tj [-10 ]TJ (User readi)Tj [-4.2 ]TJ (n)Tj [-2 ]TJ (g)Tj [8 ]TJ ( i)Tj [-4.2 ]TJ (s)Tj [-2.8 ]TJ ( m)Tj [-4.2 ]TJ (oni)Tj [-4.2 ]TJ (t)Tj [-4.2 ]TJ (o)Tj [-2 ]TJ (red and rel)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ (vance feedback accept)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ (d. The )Tj T* 0.0009 Tc -0.0009 Tw (SMART a)Tj [4.7 ]TJ (l)Tj [-1.3 ]TJ (g)Tj [10.89999 ]TJ (o)Tj [0.89999 ]TJ (r)Tj [3.89999 ]TJ (ithm is use)Tj [4.7 ]TJ (d, with TF)Tj [7.10001 ]TJ (-)Tj [3.89999 ]TJ (I)Tj [23.89999 ]TJ (DF)Tj [7.10001 ]TJ (, to r)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (pr)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (s)Tj [0.10001 ]TJ (e)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ (t a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (tic)Tj [4.7 ]TJ (le)Tj [4.7 ]TJ (s a)Tj [4.7 ]TJ (nd c)Tj [4.7 ]TJ (o)Tj [0.89999 ]TJ (mpute)Tj [4.7 ]TJ ( simila)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (ity)Tj [30.89999 ]TJ (. )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 12 12 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 12 )Tj /N299 1 Tf 0 59.55 TD 0.0014 Tc 0 Tw (Ne)Tj [5.2 ]TJ (wsD)Tj [3.60001 ]TJ (ude)Tj /N296 1 Tf 4.33 0 TD -0.00191 Tc 0.0519 Tw ( [)Tj [-8.89999 ]TJ (6)Tj [-1.89999 ]TJ (])Tj [-8.89999 ]TJ ( reads i)Tj [-4.10001 ]TJ (n)Tj [-1.89999 ]TJ (t)Tj [-4.10001 ]TJ (e)Tj [1.89999 ]TJ (rest)Tj [-4.10001 ]TJ (i)Tj [-4.10001 ]TJ (n)Tj [-1.89999 ]TJ (g)Tj [8.10001 ]TJ ( news art)Tj [-4.10001 ]TJ (i)Tj [-4.10001 ]TJ (c)Tj [1.89999 ]TJ (l)Tj [-4.10001 ]TJ (e)Tj [1.89999 ]TJ (s vi)Tj [-4.10001 ]TJ (a a speech i)Tj [-4.10001 ]TJ (n)Tj [-1.89999 ]TJ (t)Tj [-4.10001 ]TJ (e)Tj [1.89999 ]TJ (rface. The )Tj [10 ]TJ (news )Tj [10 ]TJ (source )Tj -4.33 -1.14999 TD -0.00031 Tc 0.11031 Tw (is )Tj [-10 ]TJ (Yahoo! News, with an initial training)Tj [9.7 ]TJ ( set of interesting)Tj [9.7 ]TJ ( news articles provided by)Tj [29.7 ]TJ ( )Tj T* 0.00101 Tc 0.039 Tw (the)Tj [4.8 ]TJ ( use)Tj [4.8 ]TJ (r)Tj [4 ]TJ (. L)Tj [21.8 ]TJ (e)Tj [4.8 ]TJ (ng)Tj [11 ]TJ (th of)Tj [4 ]TJ ( liste)Tj [4.8 ]TJ (ning)Tj [11 ]TJ ( time)Tj [4.8 ]TJ ( pr)Tj [4 ]TJ (ovide)Tj [4.8 ]TJ (s implic)Tj [4.8 ]TJ (it use)Tj [4.8 ]TJ (r)Tj [4 ]TJ ( )Tj [10 ]TJ (f)Tj [4 ]TJ (e)Tj [4.8 ]TJ (e)Tj [4.8 ]TJ (dba)Tj [4.8 ]TJ (c)Tj [4.8 ]TJ (k)Tj [1 ]TJ ( )Tj [10 ]TJ (on )Tj [10 ]TJ (a)Tj [4.8 ]TJ (r)Tj [4 ]TJ (tic)Tj [4.8 ]TJ (le)Tj [4.8 ]TJ (s )Tj [10 ]TJ (r)Tj [4 ]TJ (e)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (d)Tj [1 ]TJ ( )Tj [10 ]TJ (out. )Tj T* 0.00079 Tc 0.0392 Tw (A shor)Tj [3.8 ]TJ (t-)Tj [3.8 ]TJ (te)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (m)Tj [-1.39999 ]TJ ( use)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ ( mode)Tj [4.60001 ]TJ (l is ba)Tj [4.60001 ]TJ (se)Tj [4.60001 ]TJ (d on TF)Tj [7 ]TJ (-)Tj [3.8 ]TJ (I)Tj [23.8 ]TJ (DF)Tj [7 ]TJ ( \()Tj [3.8 ]TJ (c)Tj [4.60001 ]TJ (osine)Tj [4.60001 ]TJ ( )Tj [10 ]TJ (simila)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (ity)Tj [30.8 ]TJ (\))Tj [3.8 ]TJ (,)Tj [0.8 ]TJ ( )Tj [10 ]TJ (a)Tj [4.60001 ]TJ (nd )Tj [10 ]TJ (long)Tj [10.8 ]TJ (-)Tj [3.8 ]TJ (t)Tj [-1.39999 ]TJ (e)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (m )Tj [10 ]TJ (mode)Tj [4.60001 ]TJ (l )Tj T* -0.0006 Tc 0.0006 Tw (based on a na\357ve B)Tj [6.39999 ]TJ (a)Tj [3.2 ]TJ (y)Tj [29.39999 ]TJ (e)Tj [3.2 ]TJ (s classifier \(multi-variate B)Tj [6.39999 ]TJ (e)Tj [3.2 ]TJ (rnoulli formulation\). )Tj 0 -2.14999 TD 0.06059 Tw (Results: Accuracy)Tj [29.39999 ]TJ ( 60-76% \(using)Tj [9.39999 ]TJ ( hy)Tj [29.39999 ]TJ (brid of long)Tj [9.39999 ]TJ ( and short )Tj [10 ]TJ (term )Tj [10 ]TJ (models\), )Tj [10 ]TJ (F)Tj [5.60001 ]TJ (1)Tj [-0.60001 ]TJ ( )Tj [10 ]TJ (measure )Tj 0 -1.14999 TD -0.00079 Tc 0 Tw (25-60%. )Tj /N299 1 Tf 0 -2.14999 TD -0.00301 Tc (N)Tj [-6 ]TJ (e)Tj [0.8 ]TJ (w)Tj [-6 ]TJ (s)Tj [-3.8 ]TJ (W)Tj [20 ]TJ (eeder)Tj /N296 1 Tf 5.19 0 TD -0.0011 Tc 0.0311 Tw ( )Tj [-10 ]TJ ([)Tj [-8.10001 ]TJ (27])Tj [-8.10001 ]TJ ( )Tj [-10 ]TJ (filters Usenet newsg)Tj [8.89999 ]TJ (r)Tj [1.89999 ]TJ (oups, taking)Tj [8.89999 ]TJ ( user relevance feedback. I)Tj [21.89999 ]TJ (t)Tj [-3.3 ]TJ ( uses a )Tj -5.19 -1.14999 TD 0.0006 Tc 0.12939 Tw (\223)Tj [4.39999 ]TJ (b)Tj [0.60001 ]TJ (a)Tj [4.39999 ]TJ (g)Tj [10.60001 ]TJ ( )Tj [-10 ]TJ (of)Tj [3.60001 ]TJ ( )Tj [-10 ]TJ (wor)Tj [3.60001 ]TJ (d)Tj [0.60001 ]TJ (s\224)Tj [4.39999 ]TJ ( )Tj [-10 ]TJ (a)Tj [4.39999 ]TJ (ppr)Tj [3.60001 ]TJ (oa)Tj [4.39999 ]TJ (c)Tj [4.39999 ]TJ (h, )Tj [-10 ]TJ (with ste)Tj [4.39999 ]TJ (mming)Tj [10.60001 ]TJ (.)Tj [0.60001 ]TJ ( TF)Tj [6.8 ]TJ (-)Tj [3.60001 ]TJ (I)Tj [23.60001 ]TJ (DF)Tj [6.8 ]TJ ( a)Tj [4.39999 ]TJ (nd minimum de)Tj [4.39999 ]TJ (sc)Tj [4.39999 ]TJ (r)Tj [3.60001 ]TJ (i)Tj [-1.60001 ]TJ (ption le)Tj [4.39999 ]TJ (ng)Tj [10.60001 ]TJ (th )Tj T* 0.0011 Tc -0.0011 Tw (a)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ ( c)Tj [4.89999 ]TJ (o)Tj [1.10001 ]TJ (mpa)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (d, using)Tj [11.10001 ]TJ ( c)Tj [4.89999 ]TJ (o)Tj [1.10001 ]TJ (sine)Tj [4.89999 ]TJ ( simila)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (ity)Tj [31.10001 ]TJ (. )Tj 0 -2.14999 TD -0.0006 Tc 0.0006 Tw (Results: TF)Tj [5.60001 ]TJ (-I)Tj [22.39999 ]TJ (DF)Tj [5.60001 ]TJ ( precision was 37-45%, MDL)Tj [20.2 ]TJ ( precision was 44-59% \(best\). )Tj /N299 1 Tf T* 0.00301 Tc 0 Tw (Ne)Tj [6.8 ]TJ (wT)Tj /N296 1 Tf 2.34 0 TD -0.0009 Tc 0.0809 Tw ( )Tj [-10 ]TJ ([)Tj [-7.89999 ]TJ (33])Tj [-7.89999 ]TJ ( )Tj [-10 ]TJ (filters )Tj [-10 ]TJ (articles from Usenet Netnews. NewT uses a vector space model to )Tj -2.34 -1.14999 TD 0.00101 Tc 0.089 Tw (r)Tj [4 ]TJ (e)Tj [4.8 ]TJ (pr)Tj [4 ]TJ (e)Tj [4.8 ]TJ (s)Tj [0.2 ]TJ (e)Tj [4.8 ]TJ (n)Tj [1 ]TJ (t )Tj [-10 ]TJ (ne)Tj [4.8 ]TJ (ws a)Tj [4.8 ]TJ (r)Tj [4 ]TJ (tic)Tj [4.8 ]TJ (le)Tj [4.8 ]TJ (s. An initia)Tj [4.8 ]TJ (l tr)Tj [4 ]TJ (a)Tj [4.8 ]TJ (i)Tj [-1.2 ]TJ (ning)Tj [11 ]TJ ( se)Tj [4.8 ]TJ (t a)Tj [4.8 ]TJ (nd use)Tj [4.8 ]TJ (r)Tj [4 ]TJ ( r)Tj [4 ]TJ (e)Tj [4.8 ]TJ (le)Tj [4.8 ]TJ (va)Tj [4.8 ]TJ (nc)Tj [4.8 ]TJ (e)Tj [4.8 ]TJ ( f)Tj [4 ]TJ (e)Tj [4.8 ]TJ (e)Tj [4.8 ]TJ (dba)Tj [4.8 ]TJ (c)Tj [4.8 ]TJ (k)Tj [1 ]TJ ( tr)Tj [4 ]TJ (a)Tj [4.8 ]TJ (i)Tj [-1.2 ]TJ (ns the)Tj [4.8 ]TJ ( )Tj T* 0.0007 Tc -0.0007 Tw (f)Tj [3.7 ]TJ (ilte)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ ( a)Tj [4.5 ]TJ (nd use)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ ( pr)Tj [3.7 ]TJ (og)Tj [10.7 ]TJ (r)Tj [3.7 ]TJ (a)Tj [4.5 ]TJ (mming)Tj [10.7 ]TJ ( is a)Tj [4.5 ]TJ (llowe)Tj [4.5 ]TJ (d. )Tj 0 -2.14999 TD -0.00031 Tc 0.0103 Tw (Results: Users liked the sy)Tj [29.7 ]TJ (stem and found it useful; the simple key)Tj [29.7 ]TJ (w)Tj [1.89999 ]TJ (ord )Tj [10 ]TJ (representation )Tj 0 -1.14999 TD 0 Tc 0 Tw (was a limitation. )Tj 0 -2.14999 TD -0.0006 Tc 0.1806 Tw (Pannu\222s [)Tj [-7.60001 ]TJ (56])Tj [-7.60001 ]TJ ( learning)Tj [9.39999 ]TJ ( personal ag)Tj [9.39999 ]TJ (ent finds )Tj [10 ]TJ (relevant )Tj [10 ]TJ (information )Tj [10 ]TJ (from )Tj [10 ]TJ (Usenet )Tj [10 ]TJ (news )Tj 0 -1.14999 TD -0.00169 Tc 0.06171 Tw (\(e.g)Tj [8.3 ]TJ (. )Tj [-10 ]TJ (conference )Tj [-10 ]TJ (proceedi)Tj [-3.89999 ]TJ (n)Tj [-1.7 ]TJ (g)Tj [8.3 ]TJ (s)Tj [-2.5 ]TJ (\). )Tj [-10 ]TJ (The user, al)Tj [-3.89999 ]TJ (ong)Tj [8.3 ]TJ ( wi)Tj [-3.89999 ]TJ (t)Tj [-3.89999 ]TJ (h)Tj [-1.7 ]TJ ( feedback on ex)Tj [-11.7 ]TJ (am)Tj [-3.89999 ]TJ (pl)Tj [-3.89999 ]TJ (es sug)Tj [8.3 ]TJ (g)Tj [8.3 ]TJ (e)Tj [2.10001 ]TJ (st)Tj [-3.89999 ]TJ (ed, )Tj T* 0.0005 Tc 0.0495 Tw (pr)Tj [3.5 ]TJ (ovide)Tj [4.3 ]TJ (s )Tj [-10 ]TJ (a)Tj [4.3 ]TJ (n)Tj [0.5 ]TJ ( )Tj [-10 ]TJ (initia)Tj [4.3 ]TJ (l )Tj [-10 ]TJ (tr)Tj [3.5 ]TJ (a)Tj [4.3 ]TJ (i)Tj [-1.7 ]TJ (ning)Tj [10.5 ]TJ ( )Tj [-10 ]TJ (se)Tj [4.3 ]TJ (t. TF)Tj [6.7 ]TJ (-)Tj [3.5 ]TJ (I)Tj [23.5 ]TJ (DF)Tj [6.7 ]TJ ( a)Tj [4.3 ]TJ (nd a)Tj [4.3 ]TJ ( 3 la)Tj [4.3 ]TJ (y)Tj [30.5 ]TJ (e)Tj [4.3 ]TJ (r)Tj [3.5 ]TJ ( ba)Tj [4.3 ]TJ (c)Tj [4.3 ]TJ (kpr)Tj [3.5 ]TJ (opa)Tj [4.3 ]TJ (g)Tj [10.5 ]TJ (a)Tj [4.3 ]TJ (tion ne)Tj [4.3 ]TJ (ur)Tj [3.5 ]TJ (a)Tj [4.3 ]TJ (l)Tj [-1.7 ]TJ ( ne)Tj [4.3 ]TJ (twor)Tj [3.5 ]TJ (k )Tj T* -0.00211 Tc 0.00211 Tw (were com)Tj [-4.3 ]TJ (p)Tj [-2.10001 ]TJ (ared. )Tj 0 -2.14999 TD -0.0007 Tc 0.2607 Tw (Results: neural network precision 94% recall 60%, TF)Tj [5.5 ]TJ (-I)Tj [22.3 ]TJ (DF)Tj [5.5 ]TJ ( precision 93% )Tj [10 ]TJ (recall )Tj 0 -1.14999 TD -0.00079 Tc 0.00079 Tw (100% \(best\). )Tj /N297 1 Tf 0 -2.17 TD 0.0025 Tc 0.49969 Tw (5.1.)Tj [10.3 ]TJ (8)Tj [8.7 ]TJ ( R)Tj [4.7 ]TJ (ecommender )Tj [500 ]TJ (sy)Tj [28.7 ]TJ (st)Tj [5.5 ]TJ (ems )Tj /N299 1 Tf 0 -1.63 TD -0.0002 Tc 0 Tw (GroupLens)Tj /N296 1 Tf 4.5 0 TD -0.0009 Tc 0.1109 Tw ( )Tj [-10 ]TJ ([)Tj [-7.89999 ]TJ (26])Tj [-7.89999 ]TJ ( )Tj [-10 ]TJ (recommends newsg)Tj [9.10001 ]TJ (r)Tj [2.10001 ]TJ (oup articles based on other\222s rating)Tj [9.10001 ]TJ (s)Tj [-1.7 ]TJ (. Users are )Tj -4.5 -1.14999 TD -0.002 Tc 0.35201 Tw (asked t)Tj [-4.2 ]TJ (o)Tj [-2 ]TJ ( rat)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ ( every)Tj [28 ]TJ ( art)Tj [-4.2 ]TJ (i)Tj [-4.2 ]TJ (c)Tj [1.8 ]TJ (l)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ ( t)Tj [-4.2 ]TJ (h)Tj [-2 ]TJ (ey)Tj [28 ]TJ ( read, and P)Tj [-5.8 ]TJ (earson correl)Tj [-4.2 ]TJ (a)Tj [1.8 ]TJ (t)Tj [-4.2 ]TJ (i)Tj [-4.2 ]TJ (on )Tj [10 ]TJ (coeffi)Tj [-4.2 ]TJ (ci)Tj [-4.2 ]TJ (ent)Tj [-4.2 ]TJ (-)Tj [1 ]TJ (based )Tj T* -0.0006 Tc 0.1106 Tw (prediction is used to find similar users. A new )Tj [10 ]TJ (article )Tj [10 ]TJ (will )Tj [10 ]TJ (be )Tj [10 ]TJ (rated )Tj [10 ]TJ (according)Tj [9.39999 ]TJ ( )Tj [10 ]TJ (to )Tj [10 ]TJ (the )Tj T* 0.00101 Tc -0.00101 Tw (r)Tj [4 ]TJ (a)Tj [4.8 ]TJ (ting)Tj [11 ]TJ (s)Tj [0.2 ]TJ ( of)Tj [4 ]TJ ( simila)Tj [4.8 ]TJ (r)Tj [4 ]TJ ( use)Tj [4.8 ]TJ (r)Tj [4 ]TJ (s. )Tj 0 -2.14999 TD -0.00079 Tc 0.1908 Tw (Results: Early)Tj [29.2 ]TJ ( users receive little reward for rating)Tj [9.2 ]TJ ( articles, laz)Tj [-7 ]TJ (y)Tj [29.2 ]TJ ( )Tj [10 ]TJ (users )Tj [10 ]TJ (do )Tj [10 ]TJ (not )Tj [10 ]TJ (rate )Tj 0 -1.14999 TD 0.0009 Tc -0.0009 Tw (a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (tic)Tj [4.7 ]TJ (le)Tj [4.7 ]TJ (s a)Tj [4.7 ]TJ (nd ne)Tj [4.7 ]TJ (w use)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (s do not f)Tj [3.89999 ]TJ (i)Tj [-1.3 ]TJ (nd simila)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ ( use)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (s until the)Tj [4.7 ]TJ (y)Tj [30.89999 ]TJ ( r)Tj [3.89999 ]TJ (a)Tj [4.7 ]TJ (te)Tj [4.7 ]TJ ( ma)Tj [4.7 ]TJ (ny)Tj [30.89999 ]TJ ( a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (tic)Tj [4.7 ]TJ (le)Tj [4.7 ]TJ (s. )Tj /N299 1 Tf 0 -2.14999 TD -0.0015 Tc 0 Tw (PHOAK)Tj [-4.5 ]TJ (S)Tj /N296 1 Tf 3.83 0 TD -0.0005 Tc 0.10049 Tw ( )Tj [-10 ]TJ ([)Tj [-7.5 ]TJ (75])Tj [-7.5 ]TJ ( )Tj [-10 ]TJ (monitors )Tj [-10 ]TJ (newsg)Tj [9.5 ]TJ (r)Tj [2.5 ]TJ (oup )Tj [-10 ]TJ (articles, and ex)Tj [-10.5 ]TJ (tracts web link recommendations )Tj -3.83 -1.14999 TD -0.0004 Tc 0.0004 Tw (by)Tj [29.60001 ]TJ ( a set of heuristics. A set of collective recommendations for topics is \ thus compiled. )Tj 0 -2.14999 TD (Results: 88% precision, 87% recall. )Tj /N299 1 Tf T* 0.0002 Tc 0 Tw (Ringo )Tj /N296 1 Tf 2.92999 0 TD -0.0007 Tc 0.2907 Tw ([)Tj [-7.7 ]TJ (33])Tj [-7.7 ]TJ ( recommends music, based on other )Tj [10 ]TJ (people\222s )Tj [10 ]TJ (recommendations. )Tj [10 ]TJ (Uses )Tj -2.92999 -1.14999 TD 0.0307 Tw (collaborative recommendation. A Pearson r correlation alg)Tj [9.3 ]TJ (o)Tj [-0.7 ]TJ (rithm is used )Tj [10 ]TJ (to )Tj [10 ]TJ (determine )Tj T* 0.00169 Tc 0 Tw (simila)Tj [5.5 ]TJ (r)Tj [4.7 ]TJ (ity)Tj [31.7 ]TJ (. )Tj 0 -2.14999 TD 0.0011 Tc 0.1189 Tw (Re)Tj [4.89999 ]TJ (sults: I)Tj [24.10001 ]TJ (n)Tj [1.10001 ]TJ (itia)Tj [4.89999 ]TJ (l sta)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (t-)Tj [4.10001 ]TJ (up a)Tj [4.89999 ]TJ ( pr)Tj [4.10001 ]TJ (oble)Tj [4.89999 ]TJ (m)Tj [-1.10001 ]TJ (, use)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (s r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (ly)Tj [31.10001 ]TJ (ing)Tj [11.10001 ]TJ ( just on r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (c)Tj [4.89999 ]TJ (o)Tj [1.10001 ]TJ (mme)Tj [4.89999 ]TJ (nda)Tj [4.89999 ]TJ (tions miss ne)Tj [4.89999 ]TJ (w )Tj 0 -1.14999 TD 0 Tc 0 Tw (material, which will not g)Tj [10 ]TJ (e)Tj [3.8 ]TJ (t rated until someone chooses it. )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 13 13 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 13 )Tj /N299 1 Tf 0 59.55 TD 0.0015 Tc 0 Tw (Site)Tj [5.3 ]TJ (se)Tj [5.3 ]TJ (e)Tj [5.3 ]TJ (r)Tj /N296 1 Tf 3.16 0 TD -0.0006 Tc 0.12061 Tw ( [)Tj [-7.60001 ]TJ (66])Tj [-7.60001 ]TJ ( recommends web sites based on the overlap )Tj [10 ]TJ (of )Tj [10 ]TJ (bookmark )Tj [10 ]TJ (g)Tj [9.39999 ]TJ (r)Tj [2.39999 ]TJ (oups )Tj [10 ]TJ (with )Tj -3.16 -1.14999 TD 0.1907 Tw (other users. Users with similar bookmark g)Tj [9.3 ]TJ (r)Tj [2.3 ]TJ (oups are found, and )Tj [10 ]TJ (unseen )Tj [10 ]TJ (web )Tj [10 ]TJ (sites )Tj T* 0.0007 Tw (recommended from their g)Tj [9.3 ]TJ (r)Tj [2.3 ]TJ (oups. )Tj 0 -2.14999 TD 0.0407 Tw (Results: New users receive no help as no similarity)Tj [29.3 ]TJ ( can be found with )Tj [10 ]TJ (others, )Tj [10 ]TJ (averag)Tj [9.3 ]TJ (e )Tj 0 -1.14999 TD 0.0007 Tw (of 18% confidence in recommendation for topics with 15-20 bookmarks. )Tj /N297 1 Tf 0 -2.17 TD 0.00121 Tc 0.50101 Tw (5.1.)Tj [9 ]TJ (9)Tj [7.39999 ]TJ ( W)Tj [-5 ]TJ (e)Tj [-2.60001 ]TJ (b )Tj [500 ]TJ (domain )Tj /N299 1 Tf 0 -1.63 TD -0.00121 Tc 0 Tw (AARON)Tj /N296 1 Tf 3.22 0 TD -0.00031 Tc 0.00031 Tw ( [)Tj [-7.3 ]TJ (17])Tj [-7.3 ]TJ ( is the same as L)Tj [20.5 ]TJ (A)Tj [1.89999 ]TJ (W)Tj [-6.5 ]TJ (,)Tj [-0.3 ]TJ ( but AutoClass is used as a learning)Tj [9.7 ]TJ ( alg)Tj [9.7 ]TJ (o)Tj [-0.3 ]TJ (rithm. )Tj /N299 1 Tf -3.22 -2.14999 TD 0 Tw (Amalthaea)Tj /N296 1 Tf 4.33 0 TD -0.0005 Tc 0.2305 Tw ( [)Tj [-7.5 ]TJ (48])Tj [-7.5 ]TJ ( observes user browsing)Tj [9.5 ]TJ ( behaviour and )Tj [10 ]TJ (assists )Tj [10 ]TJ (the )Tj [10 ]TJ (user )Tj [10 ]TJ (in )Tj [10 ]TJ (finding)Tj [9.5 ]TJ ( )Tj -4.33 -1.14999 TD 0.00121 Tc 0.08881 Tw (inte)Tj [5 ]TJ (r)Tj [4.2 ]TJ (e)Tj [5 ]TJ (sting)Tj [11.2 ]TJ ( )Tj [-10 ]TJ (WWW )Tj [-10 ]TJ (inf)Tj [4.2 ]TJ (o)Tj [1.2 ]TJ (r)Tj [4.2 ]TJ (m)Tj [-1 ]TJ (a)Tj [5 ]TJ (tion. )Tj [-10 ]TJ (B)Tj [8.2 ]TJ (r)Tj [4.2 ]TJ (ow)Tj [3.39999 ]TJ (se)Tj [5 ]TJ (r)Tj [4.2 ]TJ ( )Tj [-10 ]TJ (histor)Tj [4.2 ]TJ (y)Tj [31.2 ]TJ (,)Tj [1.2 ]TJ ( bookma)Tj [5.10001 ]TJ (r)Tj [4.2 ]TJ (ks a)Tj [5 ]TJ (nd othe)Tj [5 ]TJ (r)Tj [4.2 ]TJ ( a)Tj [5 ]TJ (g)Tj [11.2 ]TJ (e)Tj [5.10001 ]TJ (n)Tj [1.2 ]TJ (t pr)Tj [4.2 ]TJ (of)Tj [4.2 ]TJ (ile)Tj [5 ]TJ (s )Tj T* 0.0011 Tc 0.0889 Tw (initia)Tj [4.89999 ]TJ (lise)Tj [4.89999 ]TJ ( the)Tj [4.89999 ]TJ ( sy)Tj [31.10001 ]TJ (ste)Tj [4.89999 ]TJ (m)Tj [-1.10001 ]TJ (. Re)Tj [4.89999 ]TJ (le)Tj [4.89999 ]TJ (va)Tj [4.89999 ]TJ (nc)Tj [4.89999 ]TJ (e)Tj [4.89999 ]TJ ( f)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (e)Tj [4.89999 ]TJ (dba)Tj [4.89999 ]TJ (c)Tj [4.89999 ]TJ (k)Tj [1.10001 ]TJ ( is r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (c)Tj [4.89999 ]TJ (o)Tj [1.10001 ]TJ (r)Tj [4.10001 ]TJ (d)Tj [1.10001 ]TJ (e)Tj [4.89999 ]TJ (d)Tj [1.10001 ]TJ ( a)Tj [4.89999 ]TJ (nd )Tj [10 ]TJ (doc)Tj [4.89999 ]TJ (ume)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ (t )Tj [10 ]TJ (r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (pr)Tj [4.10001 ]TJ (e)Tj [5 ]TJ (s)Tj [0.3 ]TJ (e)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ (ta)Tj [4.89999 ]TJ (tion )Tj [10 ]TJ (is )Tj T* -0.00031 Tc 0.00031 Tw (by)Tj [29.7 ]TJ ( stemmed, key)Tj [29.7 ]TJ (w)Tj [1.89999 ]TJ (ord vectors. A g)Tj [9.7 ]TJ (e)Tj [3.5 ]TJ (netic alg)Tj [9.7 ]TJ (o)Tj [-0.3 ]TJ (rithm is used. )Tj 0 -2.14999 TD -0.0014 Tc 0.0314 Tw (Results: )Tj [-10 ]TJ (After )Tj [-10 ]TJ (5000 )Tj [-10 ]TJ (user feedback instances, error averag)Tj [8.60001 ]TJ (ed 7% with a larg)Tj [8.60001 ]TJ (e scatter \(0 )Tj 0 -1.14999 TD -0.00079 Tc 0.00079 Tw (\226 30%\). Sudden chang)Tj [9.2 ]TJ (e)Tj [3 ]TJ (s in user interest were tracked after about 20 g)Tj [9.2 ]TJ (e)Tj [3 ]TJ (nerations. )Tj /N299 1 Tf 0 -2.14999 TD -0.0006 Tc 0 Tw (ARACHNID)Tj /N296 1 Tf 4.94 0 TD 0.0013 Tc 0.0587 Tw ( [41] is a)Tj [5.10001 ]TJ ( spide)Tj [5.10001 ]TJ (r)Tj [4.3 ]TJ ( tha)Tj [5.10001 ]TJ (t)Tj [-0.89999 ]TJ ( c)Tj [5.10001 ]TJ (r)Tj [4.3 ]TJ (a)Tj [5.10001 ]TJ (w)Tj [3.5 ]TJ (ls a)Tj [5.10001 ]TJ ( dig)Tj [11.3 ]TJ (ita)Tj [5.10001 ]TJ (l libr)Tj [4.3 ]TJ (a)Tj [5.10001 ]TJ (r)Tj [4.3 ]TJ (y)Tj [31.3 ]TJ ( or)Tj [4.3 ]TJ ( the)Tj [5.10001 ]TJ ( we)Tj [5.10001 ]TJ (b, sta)Tj [5.10001 ]TJ (r)Tj [4.3 ]TJ (ting)Tj [11.3 ]TJ ( )Tj [10 ]TJ (f)Tj [4.3 ]TJ (r)Tj [4.3 ]TJ (o)Tj [1.3 ]TJ (m )Tj [10 ]TJ (the)Tj [5.10001 ]TJ ( )Tj -4.94 -1.14999 TD -0.0011 Tc 0.0511 Tw (users\222 )Tj [-10 ]TJ (bookmarks, )Tj [-10 ]TJ (searching)Tj [8.89999 ]TJ ( )Tj [-10 ]TJ (for )Tj [-10 ]TJ (user provided key)Tj [28.89999 ]TJ (w)Tj [1.10001 ]TJ (ords. The user provides feedback )Tj T* -0.0004 Tc 0.0004 Tw (on the pag)Tj [9.60001 ]TJ (e)Tj [3.39999 ]TJ (s found. A g)Tj [9.60001 ]TJ (e)Tj [3.39999 ]TJ (netic alg)Tj [9.60001 ]TJ (o)Tj [-0.39999 ]TJ (rithm is used in addition to reinforcement learning)Tj [9.60001 ]TJ (. )Tj 0 -2.14999 TD -0.0011 Tc 0.15109 Tw (Results: )Tj [-10 ]TJ (Averag)Tj [8.89999 ]TJ (e )Tj [-10 ]TJ (search )Tj [-10 ]TJ (leng)Tj [8.89999 ]TJ (th )Tj [-10 ]TJ (\(number )Tj [-10 ]TJ (of irrelevant docs before a relevant one is )Tj 0 -1.14999 TD 0.42101 Tw (found\) shorter than breath-first search by)Tj [29 ]TJ ( a )Tj [10 ]TJ (factor )Tj [10 ]TJ (of )Tj [10 ]TJ (10. )Tj [10 ]TJ (More )Tj [10 ]TJ (sophisticated )Tj T* -0.0006 Tc 0.0006 Tw (techniques not compared. )Tj /N299 1 Tf 0 -2.14999 TD 0.00191 Tc 0 Tw (Cite)Tj [5.7 ]TJ (Se)Tj [5.7 ]TJ (e)Tj [5.7 ]TJ (r)Tj /N296 1 Tf 3.44 0 TD -0.0006 Tc 0.0406 Tw ( )Tj [-10 ]TJ ([)Tj [-7.60001 ]TJ (8)Tj [-0.60001 ]TJ (])Tj [-7.60001 ]TJ ( )Tj [-10 ]TJ (helps )Tj [-10 ]TJ (users )Tj [-10 ]TJ (perform )Tj [-10 ]TJ (key)Tj [29.39999 ]TJ (w)Tj [1.60001 ]TJ (ord searches for publications by)Tj [29.39999 ]TJ ( using)Tj [9.39999 ]TJ ( citations )Tj -3.44 -1.14999 TD 0.00101 Tc 0.13901 Tw (in )Tj [-10 ]TJ (doc)Tj [4.8 ]TJ (ume)Tj [4.8 ]TJ (n)Tj [1 ]TJ (ts. )Tj [-10 ]TJ (He)Tj [4.8 ]TJ (ur)Tj [4 ]TJ (istic)Tj [4.8 ]TJ (s e)Tj [4.8 ]TJ (x)Tj [-9 ]TJ (tr)Tj [4 ]TJ (a)Tj [4.8 ]TJ (c)Tj [4.8 ]TJ (t)Tj [-1.2 ]TJ ( c)Tj [4.8 ]TJ (ita)Tj [4.8 ]TJ (tions, title)Tj [4.8 ]TJ (s a)Tj [4.8 ]TJ (nd a)Tj [4.8 ]TJ (b)Tj [1 ]TJ (str)Tj [4 ]TJ (a)Tj [4.8 ]TJ (c)Tj [4.8 ]TJ (t)Tj [-1.2 ]TJ (s, the)Tj [4.8 ]TJ (n)Tj [1 ]TJ ( a)Tj [4.8 ]TJ (l)Tj [-1.2 ]TJ (g)Tj [11 ]TJ (o)Tj [1 ]TJ (r)Tj [4 ]TJ (ithms \()Tj [4 ]TJ (T)Tj [1.8 ]TJ (F)Tj [7.2 ]TJ (-)Tj T* -0.0004 Tc 0.0304 Tw (I)Tj [22.60001 ]TJ (D)Tj [1.8 ]TJ (F)Tj [5.8 ]TJ (,)Tj [-0.39999 ]TJ ( L)Tj [20.39999 ]TJ (i)Tj [-2.60001 ]TJ (keI)Tj [22.60001 ]TJ (t)Tj [-2.60001 ]TJ (\) classify)Tj [29.60001 ]TJ ( publications based on stemmed words. )Tj [10 ]TJ (Citation )Tj [10 ]TJ (links )Tj [10 ]TJ (lead )Tj [10 ]TJ (to )Tj [10 ]TJ (new )Tj T* -0.0013 Tc 0.0013 Tw (search key)Tj [28.7 ]TJ (w)Tj [0.89999 ]TJ (ords. )Tj /N299 1 Tf 0 -2.14999 TD -0.00169 Tc 0 Tw (Do-I-C)Tj [-4.7 ]TJ (are)Tj /N296 1 Tf 4.21001 0 TD -0.00031 Tc 0.2003 Tw ( [)Tj [-7.3 ]TJ (58])Tj [-7.3 ]TJ ( is an ag)Tj [9.7 ]TJ (ent that monitors )Tj [10 ]TJ (known )Tj [10 ]TJ (sites, )Tj [10 ]TJ (and )Tj [10 ]TJ (reports )Tj [10 ]TJ (any)Tj [29.7 ]TJ ( )Tj [10 ]TJ (interesting)Tj [9.7 ]TJ ( )Tj -4.21001 -1.14999 TD -0.00191 Tc 0.1219 Tw (chang)Tj [8.10001 ]TJ (e)Tj [1.89999 ]TJ (s. )Tj [-10 ]TJ (Mut)Tj [-4.10001 ]TJ (u)Tj [-1.89999 ]TJ (al)Tj [-4.10001 ]TJ ( )Tj [-10 ]TJ (i)Tj [-4.10001 ]TJ (n)Tj [-1.89999 ]TJ (form)Tj [-4.10001 ]TJ (at)Tj [-4.10001 ]TJ (i)Tj [-4.10001 ]TJ (on )Tj [-10 ]TJ (sel)Tj [-4.10001 ]TJ (ect)Tj [-4.10001 ]TJ (s )Tj [-10 ]TJ (t)Tj [-4.10001 ]TJ (e)Tj [1.89999 ]TJ (rm)Tj [-4.10001 ]TJ (s, and a Bay)Tj [28.10001 ]TJ (e)Tj [1.89999 ]TJ (si)Tj [-4.10001 ]TJ (an cl)Tj [-4.10001 ]TJ (assi)Tj [-4.10001 ]TJ (fi)Tj [-4.10001 ]TJ (er det)Tj [-4.10001 ]TJ (e)Tj [1.89999 ]TJ (rm)Tj [-4.10001 ]TJ (i)Tj [-4.10001 ]TJ (n)Tj [-1.89999 ]TJ (es t)Tj [-4.10001 ]TJ (h)Tj [-1.89999 ]TJ (e )Tj T* -0.0009 Tc 0.01089 Tw (similarity)Tj [29.10001 ]TJ ( of chang)Tj [9.10001 ]TJ (e)Tj [2.89999 ]TJ (s to known ex)Tj [-10.89999 ]TJ (amples of relevant chang)Tj [9.10001 ]TJ (e)Tj [2.89999 ]TJ (s. The user g)Tj [9.10001 ]TJ (i)Tj [-3.10001 ]TJ (ves feedback )Tj T* -0.0018 Tc 0.04179 Tw (on rel)Tj [-4 ]TJ (e)Tj [2 ]TJ (vance of not)Tj [-4 ]TJ (i)Tj [-4 ]TJ (f)Tj [1.2 ]TJ (i)Tj [-4 ]TJ (cat)Tj [-4 ]TJ (i)Tj [-4 ]TJ (ons \(by)Tj [28.2 ]TJ ( em)Tj [-4 ]TJ (ai)Tj [-4 ]TJ (l)Tj [-4 ]TJ (\))Tj [1.2 ]TJ ( and ot)Tj [-4 ]TJ (her peopl)Tj [-4 ]TJ (e\222s ag)Tj [8.2 ]TJ (ent)Tj [-4 ]TJ (s)Tj [-2.60001 ]TJ ( can share )Tj [10 ]TJ (ex)Tj [-11.8 ]TJ (am)Tj [-4 ]TJ (pl)Tj [-4 ]TJ (es )Tj T* -0.0011 Tc 0.0011 Tw (of relevant chang)Tj [8.89999 ]TJ (e)Tj [2.7 ]TJ (s. )Tj /N299 1 Tf 0 -2.14999 TD -0.0004 Tc 0 Tw (Fab)Tj /N296 1 Tf 1.61 0 TD -0.00101 Tc 0.091 Tw ( )Tj [-10 ]TJ ([)Tj [-8 ]TJ (2)Tj [-1 ]TJ (])Tj [-8 ]TJ ( is a recommendation sy)Tj [29 ]TJ (stem for web pag)Tj [9 ]TJ (e)Tj [2.8 ]TJ (s. Relevance feedback is obtained )Tj -1.61 -1.14999 TD -0.0006 Tc 0.0206 Tw (from users, so similar users\222 recommendations can be used. I)Tj [22.39999 ]TJ (n)Tj [-0.60001 ]TJ ( addition, )Tj [10 ]TJ (content-based )Tj T* -0.0005 Tc 0.0005 Tw (analy)Tj [29.5 ]TJ (s)Tj [-1.3 ]TJ (is of documents finds new documents of interest. )Tj 0 -2.14999 TD -0.00101 Tc 0.00101 Tw (Results: ndpm measure \(of profile accuracy)Tj [29 ]TJ (\) 0.2-0.4 )Tj /N299 1 Tf T* -0.0018 Tc 0 Tw (Jasper)Tj /N296 1 Tf 2.66 0 TD 0.0016 Tc 0.25841 Tw ( [14] f)Tj [4.60001 ]TJ (i)Tj [-0.60001 ]TJ (nds r)Tj [4.60001 ]TJ (e)Tj [5.39999 ]TJ (le)Tj [5.39999 ]TJ (va)Tj [5.39999 ]TJ (nt inf)Tj [4.60001 ]TJ (o)Tj [1.60001 ]TJ (r)Tj [4.60001 ]TJ (m)Tj [-0.60001 ]TJ (a)Tj [5.39999 ]TJ (tion within a)Tj [5.39999 ]TJ ( limite)Tj [5.39999 ]TJ (d WWW )Tj [10 ]TJ (libr)Tj [4.60001 ]TJ (a)Tj [5.39999 ]TJ (r)Tj [4.60001 ]TJ (y)Tj [31.60001 ]TJ (. )Tj [10 ]TJ (The)Tj [5.39999 ]TJ ( )Tj [10 ]TJ (use)Tj [5.39999 ]TJ (r)Tj [4.60001 ]TJ ( )Tj -2.66 -1.14999 TD -0.0011 Tc 0.04111 Tw (provides )Tj [-10 ]TJ (interest )Tj [-10 ]TJ (g)Tj [8.89999 ]TJ (r)Tj [1.89999 ]TJ (oups )Tj [-10 ]TJ (and )Tj [-10 ]TJ (key)Tj [28.89999 ]TJ (w)Tj [1.10001 ]TJ (ords and g)Tj [8.89999 ]TJ (i)Tj [-3.3 ]TJ (ves relevance feedback. User behaviour, )Tj T* -0.0007 Tc 0.2807 Tw (such as reading)Tj [9.3 ]TJ ( and authoring)Tj [9.3 ]TJ (,)Tj [-0.7 ]TJ ( is also monitored. )Tj [10 ]TJ (Documents )Tj [10 ]TJ (and )Tj [10 ]TJ (key)Tj [29.3 ]TJ (w)Tj [1.5 ]TJ (ords )Tj [10 ]TJ (are )Tj T* -0.0023 Tc 0.22231 Tw (cl)Tj [-4.5 ]TJ (ust)Tj [-4.5 ]TJ (e)Tj [1.5 ]TJ (red )Tj [-10 ]TJ (usi)Tj [-4.5 ]TJ (n)Tj [-2.3 ]TJ (g)Tj [7.7 ]TJ ( )Tj [-10 ]TJ (a )Tj [-10 ]TJ (hi)Tj [-4.5 ]TJ (erarchi)Tj [-4.5 ]TJ (cal)Tj [-4.5 ]TJ ( )Tj [-10 ]TJ (ag)Tj [7.7 ]TJ (g)Tj [7.7 ]TJ (l)Tj [-4.5 ]TJ (om)Tj [-4.5 ]TJ (erat)Tj [-4.5 ]TJ (i)Tj [-4.5 ]TJ (v)Tj [-2.3 ]TJ (e process, wi)Tj [-4.5 ]TJ (t)Tj [-4.5 ]TJ (h)Tj [-2.3 ]TJ ( feat)Tj [-4.5 ]TJ (ures ex)Tj [-12.3 ]TJ (t)Tj [-4.5 ]TJ (r)Tj [0.7 ]TJ (act)Tj [-4.5 ]TJ (ed from)Tj [-4.5 ]TJ ( )Tj T* 0.00079 Tc -0.00079 Tw (ke)Tj [4.60001 ]TJ (y)Tj [30.8 ]TJ (w)Tj [3 ]TJ (or)Tj [3.8 ]TJ (ds a)Tj [4.60001 ]TJ (nd me)Tj [4.60001 ]TJ (ta)Tj [4.60001 ]TJ (da)Tj [4.60001 ]TJ (ta)Tj [4.60001 ]TJ ( \()Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (.g)Tj [10.8 ]TJ (. URL)Tj [21.60001 ]TJ (,)Tj [0.8 ]TJ ( title)Tj [4.60001 ]TJ (\))Tj [3.8 ]TJ (.)Tj [0.8 ]TJ ( )Tj /N299 1 Tf 0 -2.14999 TD 0.0015 Tc 0 Tw (LAW)Tj /N296 1 Tf 1.98 0 TD 0.0011 Tc 0.03889 Tw ( [17] is a)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ ( a)Tj [4.89999 ]TJ (g)Tj [11.10001 ]TJ (e)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ (t tha)Tj [4.89999 ]TJ (t)Tj [-1.10001 ]TJ ( f)Tj [4.10001 ]TJ (i)Tj [-1.10001 ]TJ (nds inte)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (sting)Tj [11.10001 ]TJ ( we)Tj [4.89999 ]TJ (b pa)Tj [4.89999 ]TJ (g)Tj [11.10001 ]TJ (e)Tj [4.89999 ]TJ (s f)Tj [4.10001 ]TJ (o)Tj [1.10001 ]TJ (r)Tj [4.10001 ]TJ ( )Tj [10 ]TJ (its )Tj [10 ]TJ (use)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (. )Tj [10 ]TJ (The)Tj [4.89999 ]TJ ( )Tj [10 ]TJ (a)Tj [4.89999 ]TJ (g)Tj [11.10001 ]TJ (e)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ (t )Tj [10 ]TJ (monitor)Tj [4.10001 ]TJ (s)Tj [0.3 ]TJ ( )Tj -1.98 -1.14999 TD -0.0016 Tc 0.13161 Tw (user browsing)Tj [8.39999 ]TJ ( and asks for relevance feedback. TF)Tj [4.60001 ]TJ (, TF)Tj [4.60001 ]TJ (-I)Tj [21.39999 ]TJ (DF)Tj [4.5 ]TJ ( )Tj [10 ]TJ (and )Tj [10 ]TJ (term )Tj [10 ]TJ (relevance )Tj [10 ]TJ (are )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 14 14 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 14 )Tj 0 59.55 TD -0.0007 Tc 0.1907 Tw (compared for feature selection alg)Tj [9.3 ]TJ (o)Tj [-0.7 ]TJ (rithms, along)Tj [9.3 ]TJ ( with I)Tj [22.3 ]TJ (B)Tj [6.3 ]TJ (PL)Tj [20.10001 ]TJ ( and C4.5 )Tj [10 ]TJ (for )Tj [10 ]TJ (learning)Tj [9.3 ]TJ ( )Tj 0 -1.14999 TD 0.0011 Tc 0 Tw (a)Tj [4.89999 ]TJ (l)Tj [-1.10001 ]TJ (g)Tj [11.10001 ]TJ (o)Tj [1.10001 ]TJ (r)Tj [4.10001 ]TJ (ithms. )Tj 0 -2.14999 TD -0.00191 Tc 0.2319 Tw (R)Tj [-4.89999 ]TJ (e)Tj [1.89999 ]TJ (sul)Tj [-4.10001 ]TJ (t)Tj [-4.10001 ]TJ (s)Tj [-2.7 ]TJ (:)Tj [-4.10001 ]TJ ( )Tj [-10 ]TJ (accuracy)Tj [28.10001 ]TJ ( )Tj [-10 ]TJ (TF 60-80%\(best)Tj [-4.10001 ]TJ (\))Tj [1.10001 ]TJ (, TF-I)Tj [21.10001 ]TJ (DF 55-70%, t)Tj [-4.10001 ]TJ (e)Tj [2 ]TJ (rm)Tj [-4.10001 ]TJ ( rel)Tj [-4.10001 ]TJ (e)Tj [1.89999 ]TJ (vance 60-65% and )Tj 0 -1.14999 TD -0.0011 Tc 0.0011 Tw (accuracy)Tj [28.89999 ]TJ ( I)Tj [21.89999 ]TJ (B)Tj [5.89999 ]TJ (P)Tj [-4.89999 ]TJ (L)Tj [19.7 ]TJ ( 65-83%\(best\), C4.5 55-65%. )Tj /N299 1 Tf 0 -2.14999 TD 0.0025 Tc 0 Tw (Le)Tj [6.3 ]TJ (tizia)Tj /N296 1 Tf 2.73 0 TD -0.0002 Tc 0.1702 Tw ( [)Tj [-7.2 ]TJ (28])Tj [-7.2 ]TJ ( sug)Tj [9.8 ]TJ (g)Tj [9.8 ]TJ (e)Tj [3.60001 ]TJ (sts interesting)Tj [9.8 ]TJ ( web links, based on monitored user browsing)Tj [9.8 ]TJ (. TF)Tj [6 ]TJ ( )Tj -2.73 -1.14999 TD 0.00079 Tc 0.2892 Tw (simila)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (ity)Tj [30.8 ]TJ ( be)Tj [4.60001 ]TJ (twe)Tj [4.60001 ]TJ (e)Tj [4.60001 ]TJ (n)Tj [0.8 ]TJ ( doc)Tj [4.60001 ]TJ (ume)Tj [4.60001 ]TJ (n)Tj [0.8 ]TJ (ts is use)Tj [4.60001 ]TJ (d, a)Tj [4.60001 ]TJ (nd he)Tj [4.60001 ]TJ (ur)Tj [3.8 ]TJ (istic)Tj [4.60001 ]TJ (s inf)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ ( use)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ ( pr)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (f)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (n)Tj [0.8 ]TJ (c)Tj [4.60001 ]TJ (e)Tj [4.60001 ]TJ (s)Tj [0 ]TJ (. F)Tj [6.89999 ]TJ (o)Tj [0.8 ]TJ (r)Tj [3.8 ]TJ ( )Tj T* 0.00101 Tc -0.00101 Tw (e)Tj [4.8 ]TJ (x)Tj [-9 ]TJ (a)Tj [4.8 ]TJ (m)Tj [-1.2 ]TJ (ple)Tj [4.8 ]TJ (,)Tj [1 ]TJ ( a)Tj [4.8 ]TJ ( shor)Tj [4 ]TJ (t vie)Tj [4.8 ]TJ (w)Tj [3.2 ]TJ ( time)Tj [4.8 ]TJ ( implie)Tj [4.8 ]TJ (s tha)Tj [4.8 ]TJ (t)Tj [-1.2 ]TJ ( the)Tj [4.8 ]TJ ( use)Tj [4.8 ]TJ (r)Tj [4 ]TJ ( r)Tj [4 ]TJ (e)Tj [4.8 ]TJ (g)Tj [11 ]TJ (a)Tj [4.8 ]TJ (r)Tj [4 ]TJ (d)Tj [1 ]TJ (s the)Tj [4.8 ]TJ ( pa)Tj [4.8 ]TJ (g)Tj [11 ]TJ (e)Tj [4.8 ]TJ ( a)Tj [4.8 ]TJ (s)Tj [0.2 ]TJ ( ir)Tj [4 ]TJ (r)Tj [4 ]TJ (e)Tj [4.89999 ]TJ (le)Tj [4.8 ]TJ (va)Tj [4.8 ]TJ (nt. )Tj /N299 1 Tf 0 -2.14999 TD 0.0005 Tc 0.0995 Tw (Let\222s browse)Tj /N296 1 Tf 5.24001 0 TD -0.0006 Tc 0.1006 Tw ( [)Tj [-7.60001 ]TJ (31])Tj [-7.60001 ]TJ ( helps users of TV sy)Tj [29.39999 ]TJ (stems collaboratively)Tj [29.39999 ]TJ ( browse the web. B)Tj [6.39999 ]TJ (a)Tj [3.2 ]TJ (sed )Tj -5.24001 -1.14999 TD -0.0005 Tc 0.1105 Tw (on )Tj [-10 ]TJ (L)Tj [20.3 ]TJ (e)Tj [3.3 ]TJ (tiz)Tj [-6.7 ]TJ (ia, )Tj [-10 ]TJ (TF)Tj [5.7 ]TJ (-I)Tj [22.5 ]TJ (DF)Tj [5.7 ]TJ ( scans of users\222 home pag)Tj [9.5 ]TJ (e)Tj [3.3 ]TJ (s provide an initial profile, and g)Tj [9.5 ]TJ (r)Tj [2.5 ]TJ (oup )Tj T* -0.00079 Tc 0.2708 Tw (browsing)Tj [9.2 ]TJ ( )Tj [-10 ]TJ (creates )Tj [-10 ]TJ (trials )Tj [-10 ]TJ (of web pag)Tj [9.2 ]TJ (e)Tj [3 ]TJ (s. B)Tj [6.2 ]TJ (r)Tj [2.2 ]TJ (owsing)Tj [9.2 ]TJ ( behaviour is used to infer pag)Tj [9.2 ]TJ (e)Tj [3 ]TJ ( )Tj T* -0.002 Tc 0 Tw (relevance. )Tj 0 -2.14999 TD -0.0005 Tc 0.1105 Tw (Results: 50 \(as opposed to 10 in L)Tj [20.3 ]TJ (e)Tj [3.3 ]TJ (tiz)Tj [-6.7 ]TJ (ia\) key)Tj [29.5 ]TJ (w)Tj [1.7 ]TJ (ords needs, reflecting)Tj [9.5 ]TJ ( a )Tj [10 ]TJ (g)Tj [9.5 ]TJ (r)Tj [2.5 ]TJ (oups )Tj [10 ]TJ (wider )Tj 0 -1.14999 TD -0.00121 Tc 0.00121 Tw (i)Tj [-3.39999 ]TJ (n)Tj [-1.2 ]TJ (t)Tj [-3.39999 ]TJ (e)Tj [2.60001 ]TJ (rest)Tj [-3.39999 ]TJ (s;)Tj [-3.39999 ]TJ ( sy)Tj [28.8 ]TJ (st)Tj [-3.39999 ]TJ (em)Tj [-3.39999 ]TJ ( wel)Tj [-3.39999 ]TJ (l)Tj [-3.39999 ]TJ ( recei)Tj [-3.39999 ]TJ (ved by)Tj [28.8 ]TJ ( users \(no cont)Tj [-3.39999 ]TJ (rol)Tj [-3.39999 ]TJ (l)Tj [-3.39999 ]TJ (e)Tj [2.60001 ]TJ (d ex)Tj [-11.2 ]TJ (peri)Tj [-3.39999 ]TJ (m)Tj [-3.39999 ]TJ (e)Tj [2.60001 ]TJ (nt)Tj [-3.39999 ]TJ (s however\). )Tj /N299 1 Tf 0 -2.14999 TD 0.0015 Tc 0 Tw (LI)Tj [4.5 ]TJ (RA)Tj /N296 1 Tf 2.11 0 TD -0.0009 Tc 0.15089 Tw ( )Tj [-10 ]TJ ([)Tj [-7.89999 ]TJ (1)Tj [-0.89999 ]TJ (])Tj [-7.89999 ]TJ ( )Tj [-10 ]TJ (finds )Tj [-10 ]TJ (interesting)Tj [9.10001 ]TJ ( )Tj [-10 ]TJ (web pag)Tj [9.10001 ]TJ (e)Tj [2.89999 ]TJ (s via a heuristic search and presents them in a )Tj -2.11 -1.14999 TD -0.00121 Tc 0.2912 Tw (daily)Tj [28.8 ]TJ ( )Tj [-10 ]TJ (newspaper, )Tj [-10 ]TJ (upon which the users provide relevance feedback. TF)Tj [5 ]TJ (-I)Tj [21.8 ]TJ (DF)Tj [4.89999 ]TJ (, on )Tj T* 0.0009 Tc -0.0009 Tw (ste)Tj [4.7 ]TJ (mme)Tj [4.7 ]TJ (d wor)Tj [3.89999 ]TJ (d)Tj [0.89999 ]TJ (s, with c)Tj [4.7 ]TJ (o)Tj [0.89999 ]TJ (sine)Tj [4.7 ]TJ ( simila)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (ity)Tj [30.89999 ]TJ ( is use)Tj [4.7 ]TJ (d. )Tj 0 -2.14999 TD -0.00079 Tc 0.00079 Tw (Results: L)Tj [20 ]TJ (I)Tj [22.2 ]TJ (RA matched human performance; pag)Tj [9.2 ]TJ (e)Tj [3 ]TJ (s were very)Tj [29.2 ]TJ ( similar to each other. )Tj /N299 1 Tf T* 0.0013 Tc 0.1187 Tw (M)Tj [4.3 ]TJ (a)Tj [1.3 ]TJ (rgin Note)Tj [5.10001 ]TJ (s)Tj /N296 1 Tf 5.64999 0 TD -0.0007 Tc 0.1207 Tw ( [)Tj [-7.7 ]TJ (62])Tj [-7.7 ]TJ ( adds a sug)Tj [9.3 ]TJ (g)Tj [9.3 ]TJ (e)Tj [3.10001 ]TJ (stions list to the side of the web browser. )Tj [10 ]TJ (The )Tj [10 ]TJ (user )Tj -5.64999 -1.14999 TD -0.0004 Tc 0.0304 Tw (provides an initial list of interesting)Tj [9.60001 ]TJ ( documents, which are converted to vectors by)Tj [29.60001 ]TJ ( )Tj [10 ]TJ (the )Tj T* 0.0007 Tc 0.06931 Tw (Sa)Tj [4.5 ]TJ (va)Tj [4.5 ]TJ (nt a)Tj [4.5 ]TJ (l)Tj [-1.5 ]TJ (g)Tj [10.7 ]TJ (o)Tj [0.7 ]TJ (r)Tj [3.7 ]TJ (ithm \()Tj [3.7 ]TJ (s)Tj [-0.10001 ]TJ (imila)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ ( to TF)Tj [6.89999 ]TJ (-)Tj [3.7 ]TJ (I)Tj [23.7 ]TJ (DF)Tj [6.89999 ]TJ (\))Tj [3.7 ]TJ (.)Tj [0.7 ]TJ ( The)Tj [4.5 ]TJ ( c)Tj [4.5 ]TJ (u)Tj [0.7 ]TJ (r)Tj [3.7 ]TJ (r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ (nt we)Tj [4.5 ]TJ (b pa)Tj [4.60001 ]TJ (g)Tj [10.7 ]TJ (e)Tj [4.5 ]TJ ( pr)Tj [3.7 ]TJ (ovide)Tj [4.5 ]TJ (s the)Tj [4.5 ]TJ ( )Tj [10 ]TJ (c)Tj [4.5 ]TJ (onte)Tj [4.5 ]TJ (x)Tj [-9.3 ]TJ (t )Tj [10 ]TJ (f)Tj [3.7 ]TJ (o)Tj [0.7 ]TJ (r)Tj [3.7 ]TJ ( )Tj T* -0.00011 Tc 0.00011 Tw (sug)Tj [9.89999 ]TJ (g)Tj [9.89999 ]TJ (e)Tj [3.7 ]TJ (stions, with the top sug)Tj [9.89999 ]TJ (g)Tj [9.89999 ]TJ (e)Tj [3.7 ]TJ (stion being)Tj [9.89999 ]TJ ( display)Tj [29.89999 ]TJ (e)Tj [3.7 ]TJ (d \(summary)Tj [29.89999 ]TJ ( and a link\). )Tj 0 -2.14999 TD 0.1601 Tw (Results: )Tj [-10 ]TJ (only)Tj [29.89999 ]TJ ( 6% of sug)Tj [9.89999 ]TJ (g)Tj [9.89999 ]TJ (e)Tj [3.7 ]TJ (stions were followed; users found sug)Tj [9.89999 ]TJ (g)Tj [9.89999 ]TJ (e)Tj [3.7 ]TJ (stion summaries )Tj 0 -1.14999 TD 0 Tc 0 Tw (useful even without following)Tj [10 ]TJ ( links. )Tj /N299 1 Tf 0 -2.14999 TD -0.0006 Tc 0.2506 Tw (Personal W)Tj [22.39999 ]TJ (e)Tj [3.2 ]TJ (bW)Tj [22.39999 ]TJ (atcher)Tj /N296 1 Tf 9.22 0 TD -0.0004 Tc 0.2404 Tw ( )Tj [-10 ]TJ ([)Tj [-7.39999 ]TJ (45])Tj [-7.39999 ]TJ ( )Tj [-10 ]TJ (observes user browsing)Tj [9.60001 ]TJ (, and sug)Tj [9.60001 ]TJ (g)Tj [9.60001 ]TJ (e)Tj [3.39999 ]TJ (sts interesting)Tj [9.60001 ]TJ ( web )Tj -9.22 -1.14999 TD -0.0009 Tc 0.1409 Tw (pag)Tj [9.10001 ]TJ (e)Tj [2.89999 ]TJ (s. A \223bag)Tj [9.10001 ]TJ ( of words\224 representation is used, selecting)Tj [9.10001 ]TJ ( features based on mutual )Tj T* -0.00079 Tc 0.00079 Tw (information. Naive B)Tj [6.2 ]TJ (a)Tj [3 ]TJ (y)Tj [29.2 ]TJ (e)Tj [3 ]TJ (s and nearest neig)Tj [9.2 ]TJ (hbour alg)Tj [9.2 ]TJ (o)Tj [-0.8 ]TJ (rithms are compared. )Tj 0 -2.14999 TD -0.0007 Tc 0.0007 Tw (Results: classification accuracy)Tj [29.3 ]TJ ( B)Tj [6.3 ]TJ (a)Tj [3.10001 ]TJ (y)Tj [29.3 ]TJ (e)Tj [3.10001 ]TJ (s 83-95%, nearest neig)Tj [9.3 ]TJ (hbour 90-95% \(best\). )Tj /N299 1 Tf T* -0.00121 Tc 0 Tw (SAIRE)Tj /N296 1 Tf 2.66 0 TD 0.0009 Tc 0.00909 Tw ( )Tj [-10 ]TJ ([55] )Tj [-10 ]TJ (is )Tj [-10 ]TJ (a)Tj [4.7 ]TJ ( )Tj [-10 ]TJ (la)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (g)Tj [10.89999 ]TJ (e)Tj [4.7 ]TJ ( multi-)Tj [3.89999 ]TJ (a)Tj [4.7 ]TJ (g)Tj [10.89999 ]TJ (e)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ (t sy)Tj [30.89999 ]TJ (ste)Tj [4.7 ]TJ (m)Tj [-1.3 ]TJ ( he)Tj [4.7 ]TJ (lping)Tj [10.89999 ]TJ ( use)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (s se)Tj [4.7 ]TJ (a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (c)Tj [4.7 ]TJ (h)Tj [0.89999 ]TJ ( NASA\222)Tj [3.89999 ]TJ (s we)Tj [4.7 ]TJ (b r)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (sour)Tj [3.89999 ]TJ (c)Tj [4.7 ]TJ (e)Tj [4.7 ]TJ (s)Tj [0.10001 ]TJ (. )Tj -2.66 -1.14999 TD 0.00079 Tc 0.2892 Tw (Knowle)Tj [4.60001 ]TJ (dg)Tj [10.8 ]TJ (e)Tj [4.60001 ]TJ (-)Tj [3.8 ]TJ (ba)Tj [4.60001 ]TJ (se)Tj [4.60001 ]TJ (d, ste)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (o)Tj [0.8 ]TJ (ty)Tj [30.8 ]TJ (pic)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (l)Tj [-1.39999 ]TJ ( use)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ ( mode)Tj [4.60001 ]TJ (lling)Tj [10.8 ]TJ ( is e)Tj [4.60001 ]TJ (m)Tj [-1.39999 ]TJ (ploy)Tj [30.8 ]TJ (e)Tj [4.60001 ]TJ (d)Tj [0.8 ]TJ ( )Tj [10 ]TJ (a)Tj [4.60001 ]TJ (l)Tj [-1.39999 ]TJ (ong)Tj [10.8 ]TJ ( )Tj [10 ]TJ (with )Tj [10 ]TJ (se)Tj [4.60001 ]TJ (ma)Tj [4.60001 ]TJ (ntic)Tj [4.60001 ]TJ ( )Tj T* -0.0007 Tc 0.0007 Tw (networks, relevance ranking)Tj [9.3 ]TJ (s and similarity)Tj [29.3 ]TJ ( based \(key)Tj [29.3 ]TJ (word and topic\) classification. )Tj /N299 1 Tf 0 -2.14999 TD 0 Tc 0.17999 Tw (Syskill and W)Tj [23 ]TJ (e)Tj [3.8 ]TJ (bert)Tj /N296 1 Tf 7.83 0 TD -0.00121 Tc 0.1812 Tw ( [)Tj [-8.2 ]TJ (57])Tj [-8.2 ]TJ ( rates web links for relevance based on a user profile. An )Tj -7.83 -1.14999 TD 0.0011 Tc 0.1189 Tw (initia)Tj [4.89999 ]TJ (l )Tj [-10 ]TJ (tr)Tj [4.10001 ]TJ (a)Tj [4.89999 ]TJ (i)Tj [-1.10001 ]TJ (ning)Tj [11.10001 ]TJ ( )Tj [-10 ]TJ (se)Tj [4.89999 ]TJ (t )Tj [-10 ]TJ (a)Tj [4.89999 ]TJ (nd )Tj [-10 ]TJ (e)Tj [4.89999 ]TJ (x)Tj [-8.89999 ]TJ (plic)Tj [4.89999 ]TJ (it r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (le)Tj [4.89999 ]TJ (va)Tj [4.89999 ]TJ (nc)Tj [4.89999 ]TJ (e)Tj [4.89999 ]TJ ( f)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (e)Tj [4.89999 ]TJ (dba)Tj [4.89999 ]TJ (c)Tj [4.89999 ]TJ (k)Tj [1.10001 ]TJ ( is pr)Tj [4.10001 ]TJ (ovide)Tj [4.89999 ]TJ (d. Simple)Tj [4.89999 ]TJ ( na)Tj [4.89999 ]TJ (\357ve)Tj [4.89999 ]TJ ( B)Tj [8.10001 ]TJ (a)Tj [4.89999 ]TJ (y)Tj [31.10001 ]TJ (e)Tj [4.89999 ]TJ (s, )Tj T* -0.0011 Tc 0.0011 Tw (nearest neig)Tj [8.89999 ]TJ (hbour, decision tree \(I)Tj [21.89999 ]TJ (D3\) and TF)Tj [5.10001 ]TJ (-I)Tj [21.89999 ]TJ (DF)Tj [5.10001 ]TJ ( alg)Tj [8.89999 ]TJ (o)Tj [-1.10001 ]TJ (rithms are compared. )Tj 0 -2.14999 TD -0.0009 Tc 0.15089 Tw (Results: Averag)Tj [9.10001 ]TJ (e precision rating)Tj [9.10001 ]TJ (s)Tj [-1.7 ]TJ ( are TF)Tj [5.3 ]TJ (-I)Tj [22.10001 ]TJ (DF)Tj [5.3 ]TJ ( 85%, B)Tj [6.10001 ]TJ (a)Tj [2.89999 ]TJ (y)Tj [29.10001 ]TJ (e)Tj [2.89999 ]TJ (s )Tj [10 ]TJ (80%, )Tj [10 ]TJ (nearest )Tj [10 ]TJ (neig)Tj [9.10001 ]TJ (hbour )Tj 0 -1.14999 TD -0.0004 Tc 0.0204 Tw (80%, I)Tj [22.60001 ]TJ (D)Tj [1.8 ]TJ (3 73%. Nearest neig)Tj [9.60001 ]TJ (hbour is thoug)Tj [9.60001 ]TJ (ht to )Tj [10 ]TJ (be )Tj [10 ]TJ (best )Tj [10 ]TJ (overall )Tj [10 ]TJ (\(being)Tj [9.60001 ]TJ ( )Tj [10 ]TJ (more )Tj [10 ]TJ (consistent )Tj T* -0.00211 Tc 0.00211 Tw (t)Tj [-4.3 ]TJ (h)Tj [-2.10001 ]TJ (an TF-I)Tj [20.89999 ]TJ (DF\), especi)Tj [-4.3 ]TJ (al)Tj [-4.3 ]TJ (l)Tj [-4.3 ]TJ (y)Tj [27.89999 ]TJ ( i)Tj [-4.3 ]TJ (f)Tj [0.89999 ]TJ ( m)Tj [-4.3 ]TJ (a)Tj [1.7 ]TJ (ny)Tj [27.89999 ]TJ ( ex)Tj [-12.10001 ]TJ (am)Tj [-4.3 ]TJ (pl)Tj [-4.3 ]TJ (es are avai)Tj [-4.3 ]TJ (l)Tj [-4.3 ]TJ (a)Tj [1.7 ]TJ (bl)Tj [-4.3 ]TJ (e. )Tj /N299 1 Tf 0 -2.14999 TD -0.02299 Tc 0 Tw (We)Tj [-19.2 ]TJ (b)Tj [-23 ]TJ (A)Tj [-22.2 ]TJ (C)Tj [-26 ]TJ (E)Tj /N296 1 Tf 3.64 0 TD -0.0004 Tc 0.2504 Tw ( [)Tj [-7.39999 ]TJ (18])Tj [-7.39999 ]TJ ( monitors the user\222s browsing)Tj [9.60001 ]TJ (, and sug)Tj [9.60001 ]TJ (g)Tj [9.60001 ]TJ (e)Tj [3.39999 ]TJ (sts interesting)Tj [9.60001 ]TJ ( new pag)Tj [9.60001 ]TJ (e)Tj [3.39999 ]TJ (s. )Tj -3.64 -1.14999 TD -0.00121 Tc 0.2412 Tw (B)Tj [5.8 ]TJ (r)Tj [1.8 ]TJ (owsed )Tj [-10 ]TJ (pag)Tj [8.8 ]TJ (e)Tj [2.60001 ]TJ (s )Tj [-10 ]TJ (are )Tj [-10 ]TJ (classified )Tj [-10 ]TJ (\(via clustering)Tj [8.8 ]TJ (\), and search queries g)Tj [8.8 ]TJ (e)Tj [2.60001 ]TJ (nerated. New )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 15 15 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 15 )Tj 0 59.55 TD -0.0009 Tc 0.1409 Tw (pag)Tj [9.10001 ]TJ (e)Tj [2.89999 ]TJ (s )Tj [-10 ]TJ (found )Tj [-10 ]TJ (that )Tj [-10 ]TJ (are similar to the users\222 browsed pag)Tj [9.10001 ]TJ (e)Tj [2.89999 ]TJ (s are sug)Tj [9.10001 ]TJ (g)Tj [9.10001 ]TJ (e)Tj [2.89999 ]TJ (sted to the user. )Tj 0 -1.14999 TD 0.00011 Tc 0.0499 Tw (Principle )Tj [-10 ]TJ (component )Tj [-10 ]TJ (divisive )Tj [-10 ]TJ (partitioning)Tj [10.10001 ]TJ ( )Tj [-10 ]TJ (\(PCDP - document vectors split by)Tj [30.10001 ]TJ ( TF)Tj [6.3 ]TJ ( into )Tj T* -0.0011 Tc 0.15109 Tw (a binary)Tj [28.89999 ]TJ ( tree\) and an association rule discovery)Tj [28.89999 ]TJ ( method are )Tj [10 ]TJ (compared )Tj [10 ]TJ (to )Tj [10 ]TJ (Autoclass )Tj T* -0.00079 Tc 0.00079 Tw (and hierarchical ag)Tj [9.2 ]TJ (g)Tj [9.2 ]TJ (l)Tj [-3 ]TJ (omeration clustering)Tj [9.2 ]TJ (. )Tj 0 -2.14999 TD -0.00011 Tc 0.1301 Tw (Results: Speed to find new low entropy)Tj [29.89999 ]TJ ( pag)Tj [9.89999 ]TJ (e)Tj [3.7 ]TJ (s, Autoclass 38 mins, HAC 100 )Tj [10 ]TJ (mins, )Tj 0 -1.14999 TD -0.00031 Tc 0.00031 Tw (PCDP and association rule < 2 mins \(best\). )Tj /N299 1 Tf 0 -2.14999 TD -0.0002 Tc 0 Tw (W)Tj [22.8 ]TJ (e)Tj [3.60001 ]TJ (bMate)Tj /N296 1 Tf 3.8 0 TD -0.0006 Tc 0.0206 Tw ( [)Tj [-7.60001 ]TJ (12])Tj [-7.60001 ]TJ ( monitors web browsing)Tj [9.39999 ]TJ ( and compiles )Tj [10 ]TJ (a )Tj [10 ]TJ (newspaper )Tj [10 ]TJ (of )Tj [10 ]TJ (interesting)Tj [9.39999 ]TJ ( )Tj [10 ]TJ (pag)Tj [9.39999 ]TJ (e)Tj [3.2 ]TJ (s. )Tj -3.8 -1.14999 TD 0.00031 Tc 0.24969 Tw (Use)Tj [4.10001 ]TJ (r)Tj [3.3 ]TJ (s pr)Tj [3.3 ]TJ (ovide)Tj [4.10001 ]TJ ( positive)Tj [4.10001 ]TJ ( f)Tj [3.3 ]TJ (e)Tj [4.10001 ]TJ (e)Tj [4.10001 ]TJ (dba)Tj [4.10001 ]TJ (c)Tj [4.10001 ]TJ (k)Tj [0.3 ]TJ ( while)Tj [4.10001 ]TJ ( br)Tj [3.3 ]TJ (owsing)Tj [10.3 ]TJ ( )Tj [10 ]TJ (a)Tj [4.10001 ]TJ (nd )Tj [10 ]TJ (r)Tj [3.3 ]TJ (e)Tj [4.10001 ]TJ (le)Tj [4.10001 ]TJ (va)Tj [4.10001 ]TJ (nc)Tj [4.10001 ]TJ (e)Tj [4.10001 ]TJ ( )Tj [10 ]TJ (f)Tj [3.3 ]TJ (e)Tj [4.10001 ]TJ (e)Tj [4.10001 ]TJ (dba)Tj [4.10001 ]TJ (c)Tj [4.10001 ]TJ (k. )Tj [10 ]TJ (TF)Tj [6.5 ]TJ (-)Tj [3.3 ]TJ (I)Tj [23.3 ]TJ (DF)Tj [6.5 ]TJ ( )Tj T* 0.0009 Tc -0.0009 Tw (ve)Tj [4.7 ]TJ (c)Tj [4.7 ]TJ (t)Tj [-1.3 ]TJ (or)Tj [3.89999 ]TJ (s use)Tj [4.7 ]TJ (d)Tj [0.89999 ]TJ ( with c)Tj [4.7 ]TJ (o)Tj [0.89999 ]TJ (sine)Tj [4.7 ]TJ ( simila)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (ity)Tj [30.89999 ]TJ ( me)Tj [4.7 ]TJ (a)Tj [4.7 ]TJ (s)Tj [0.10001 ]TJ (ur)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (s)Tj [0.10001 ]TJ (. )Tj 0 -2.14999 TD -0.00101 Tc 0.50101 Tw (Results: averag)Tj [9 ]TJ (e accuracy)Tj [29 ]TJ ( 52% for top 10 )Tj [10 ]TJ (recommendations, )Tj [10 ]TJ (30.4% )Tj [10 ]TJ (for )Tj [10 ]TJ (all )Tj 0 -1.14999 TD 0.36099 Tw (recommendations; Accuracy)Tj [29 ]TJ ( lowered by)Tj [29 ]TJ ( web advertisements and irrelevant )Tj [10 ]TJ (tex)Tj [-11 ]TJ (t)Tj [-3.2 ]TJ ( )Tj T* -0.0005 Tc 0.0005 Tw (surrounding)Tj [9.5 ]TJ ( articles. )Tj /N299 1 Tf 0 -2.14999 TD -0.00121 Tc 0 Tw (W)Tj [21.8 ]TJ (e)Tj [2.60001 ]TJ (bW)Tj [21.8 ]TJ (atcher)Tj /N296 1 Tf 5.11 0 TD 0.08121 Tw ( )Tj [-10 ]TJ ([)Tj [-8.2 ]TJ (21])Tj [-8.2 ]TJ ( )Tj [-10 ]TJ (is )Tj [-10 ]TJ (a )Tj [-10 ]TJ (tour g)Tj [8.8 ]TJ (u)Tj [-1.2 ]TJ (ide for a web site. Pag)Tj [8.8 ]TJ (e)Tj [2.60001 ]TJ (s are represented using)Tj [8.8 ]TJ ( TF)Tj [4.89999 ]TJ (-I)Tj [21.8 ]TJ (DF)Tj [5 ]TJ ( )Tj -5.11 -1.14999 TD -0.0007 Tc 0.0407 Tw (term )Tj [-10 ]TJ (vectors. )Tj [-10 ]TJ (User )Tj [-10 ]TJ (browsing)Tj [9.3 ]TJ ( )Tj [-10 ]TJ (behaviour is monitored, and reinforcement learning)Tj [9.3 ]TJ ( used )Tj T* -0.0004 Tc 0.0004 Tw (to find the best path to pag)Tj [9.60001 ]TJ (e)Tj [3.39999 ]TJ (s related to user supplied key)Tj [29.60001 ]TJ (w)Tj [1.8 ]TJ (ords. )Tj 0 -2.14999 TD -0.002 Tc 0.002 Tw (R)Tj [-5 ]TJ (e)Tj [1.8 ]TJ (sul)Tj [-4.2 ]TJ (t)Tj [-4.2 ]TJ (s)Tj [-2.8 ]TJ (:)Tj [-4.2 ]TJ ( TF-I)Tj [21 ]TJ (DF accuracy)Tj [28 ]TJ ( 43%, Hum)Tj [-4.2 ]TJ (a)Tj [1.8 ]TJ (n accuracy)Tj [28 ]TJ ( 48%. )Tj /N299 1 Tf T* -0.02299 Tc 0 Tw (WB)Tj [-22.2 ]TJ (I)Tj /N296 1 Tf 1.75 0 TD -0.0005 Tc 0.2905 Tw ( [)Tj [-7.5 ]TJ (3)Tj [-0.5 ]TJ (])Tj [-7.5 ]TJ ( monitors user browsing)Tj [9.5 ]TJ (, offering)Tj [9.5 ]TJ ( simple but helpful services. Key)Tj [29.5 ]TJ (w)Tj [1.7 ]TJ (ord )Tj -1.75 -1.14999 TD -0.0007 Tc 0.0507 Tw (analy)Tj [29.3 ]TJ (s)Tj [-1.5 ]TJ (is classifies web pag)Tj [9.3 ]TJ (e)Tj [3.10001 ]TJ (s, and interest predictions are offered on links to )Tj [10 ]TJ (pag)Tj [9.3 ]TJ (e)Tj [3.10001 ]TJ (s. )Tj [10 ]TJ (I)Tj [22.3 ]TJ (t)Tj [-2.89999 ]TJ ( )Tj T* 0.0016 Tc -0.0016 Tw (is c)Tj [5.39999 ]TJ (o)Tj [1.60001 ]TJ (mme)Tj [5.39999 ]TJ (r)Tj [4.60001 ]TJ (c)Tj [5.39999 ]TJ (ia)Tj [5.39999 ]TJ (lly)Tj [31.60001 ]TJ ( a)Tj [5.39999 ]TJ (v)Tj [1.60001 ]TJ (a)Tj [5.39999 ]TJ (ila)Tj [5.39999 ]TJ (ble)Tj [5.39999 ]TJ ( f)Tj [4.60001 ]TJ (r)Tj [4.60001 ]TJ (o)Tj [1.60001 ]TJ (m I)Tj [24.60001 ]TJ (B)Tj [8.60001 ]TJ (M. )Tj 0 -2.14999 TD 0.1485 Tw (Pa)Tj [5.3 ]TJ (zza)Tj [5.3 ]TJ (ni\222)Tj [4.5 ]TJ (s)Tj [0.7 ]TJ ( [59] a)Tj [5.3 ]TJ (d)Tj [1.5 ]TJ (a)Tj [5.3 ]TJ (p)Tj [1.5 ]TJ (tive)Tj [5.3 ]TJ ( we)Tj [5.3 ]TJ (b site)Tj [5.3 ]TJ ( a)Tj [5.3 ]TJ (g)Tj [11.5 ]TJ (e)Tj [5.3 ]TJ (n)Tj [1.5 ]TJ (t sug)Tj [11.5 ]TJ (g)Tj [11.5 ]TJ (e)Tj [5.3 ]TJ (sts )Tj [10 ]TJ (simila)Tj [5.3 ]TJ (r)Tj [4.5 ]TJ ( )Tj [10 ]TJ (doc)Tj [5.3 ]TJ (ume)Tj [5.3 ]TJ (n)Tj [1.5 ]TJ (ts )Tj [10 ]TJ (to )Tj [10 ]TJ (r)Tj [4.5 ]TJ (e)Tj [5.3 ]TJ (a)Tj [5.3 ]TJ (d)Tj [1.5 ]TJ ( )Tj [10 ]TJ (f)Tj [4.5 ]TJ (o)Tj [1.5 ]TJ (r)Tj [4.5 ]TJ ( )Tj [10 ]TJ (we)Tj [5.3 ]TJ (b )Tj 0 -1.14999 TD -0.0011 Tc 0.1011 Tw (browsers of a particular site. I)Tj [21.89999 ]TJ (t)Tj [-3.3 ]TJ ( uses publication references, download )Tj [10 ]TJ (frequency)Tj [28.89999 ]TJ ( )Tj [10 ]TJ (and )Tj T* 0.0007 Tc 0.0493 Tw (TF)Tj [6.89999 ]TJ (-)Tj [3.7 ]TJ (I)Tj [23.7 ]TJ (DF)Tj [6.89999 ]TJ ( ke)Tj [4.5 ]TJ (y)Tj [30.7 ]TJ (w)Tj [2.89999 ]TJ (or)Tj [3.7 ]TJ (d ve)Tj [4.5 ]TJ (c)Tj [4.5 ]TJ (t)Tj [-1.5 ]TJ (or)Tj [3.7 ]TJ (s \()Tj [3.7 ]TJ (w)Tj [2.89999 ]TJ (ith c)Tj [4.5 ]TJ (o)Tj [0.7 ]TJ (sine)Tj [4.5 ]TJ ( simila)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ (ity)Tj [30.7 ]TJ ( me)Tj [4.5 ]TJ (a)Tj [4.5 ]TJ (s)Tj [-0.10001 ]TJ (ur)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ (\))Tj [3.7 ]TJ ( )Tj [10 ]TJ (to )Tj [10 ]TJ (sug)Tj [10.7 ]TJ (g)Tj [10.7 ]TJ (e)Tj [4.5 ]TJ (st )Tj [10 ]TJ (othe)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ ( )Tj [10 ]TJ (doc)Tj [4.5 ]TJ (ume)Tj [4.60001 ]TJ (n)Tj [0.7 ]TJ (ts )Tj T* -0.0005 Tc 0.0005 Tw (of interest. )Tj 0 -2.14999 TD -0.0006 Tc 0.17059 Tw (Results: )Tj [-10 ]TJ (68% )Tj [-10 ]TJ (increase )Tj [-10 ]TJ (in )Tj [-10 ]TJ (publications downloaded \(technical papers domain\), 16% )Tj 0 -1.14999 TD -0.00211 Tc 0.00211 Tw (i)Tj [-4.3 ]TJ (n)Tj [-2.10001 ]TJ (crease \(g)Tj [7.89999 ]TJ (oat)Tj [-4.3 ]TJ ( dom)Tj [-4.3 ]TJ (ai)Tj [-4.3 ]TJ (n\). )Tj /N297 1 Tf 0 -2.17 TD 0.002 Tc -0.0598 Tw (5.1.)Tj [9.8 ]TJ (10)Tj [8.2 ]TJ ( Ot)Tj [5 ]TJ (her )Tj [-60 ]TJ (domains )Tj /N299 1 Tf 0 -1.63 TD 0.0034 Tc 0 Tw (CI)Tj [6.39999 ]TJ (LA)Tj /N296 1 Tf 2.17 0 TD 0.00169 Tc 0.2283 Tw ( [7] is a)Tj [5.5 ]TJ (n)Tj [1.7 ]TJ ( a)Tj [5.5 ]TJ (g)Tj [11.7 ]TJ (e)Tj [5.5 ]TJ (n)Tj [1.7 ]TJ (t te)Tj [5.5 ]TJ (ste)Tj [5.5 ]TJ (d)Tj [1.7 ]TJ ( in a)Tj [5.5 ]TJ (n)Tj [1.7 ]TJ ( a)Tj [5.5 ]TJ (r)Tj [4.7 ]TJ (tif)Tj [4.7 ]TJ (ic)Tj [5.5 ]TJ (ia)Tj [5.5 ]TJ (l, a)Tj [5.5 ]TJ (b)Tj [1.7 ]TJ (str)Tj [4.7 ]TJ (a)Tj [5.5 ]TJ (c)Tj [5.5 ]TJ (t)Tj [-0.5 ]TJ ( doma)Tj [5.5 ]TJ (i)Tj [-0.5 ]TJ (n. I)Tj [24.7 ]TJ (t)Tj [-0.5 ]TJ ( te)Tj [5.5 ]TJ (sts c)Tj [5.5 ]TJ (onstr)Tj [4.7 ]TJ (uc)Tj [5.5 ]TJ (tive)Tj [5.5 ]TJ ( )Tj -2.17 -1.14999 TD -0.0005 Tc 0.2205 Tw (induction-based learning)Tj [9.5 ]TJ ( ag)Tj [9.5 ]TJ (ainst AQ15c and selective induction. User monitoring)Tj [9.5 ]TJ (, )Tj T* 0.0009 Tc 0.0591 Tw (r)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (le)Tj [4.7 ]TJ (va)Tj [4.7 ]TJ (nc)Tj [4.7 ]TJ (e)Tj [4.7 ]TJ ( )Tj [-10 ]TJ (f)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (e)Tj [4.7 ]TJ (dba)Tj [4.7 ]TJ (c)Tj [4.7 ]TJ (k, initia)Tj [4.7 ]TJ (l tr)Tj [3.89999 ]TJ (a)Tj [4.7 ]TJ (i)Tj [-1.3 ]TJ (ning)Tj [10.89999 ]TJ ( se)Tj [4.7 ]TJ (ts a)Tj [4.7 ]TJ (nd soc)Tj [4.7 ]TJ (i)Tj [-1.3 ]TJ (a)Tj [4.7 ]TJ (l)Tj [-1.3 ]TJ ( c)Tj [4.7 ]TJ (o)Tj [0.89999 ]TJ (lla)Tj [4.7 ]TJ (bor)Tj [3.89999 ]TJ (a)Tj [4.7 ]TJ (tion with othe)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ ( a)Tj [4.7 ]TJ (g)Tj [10.89999 ]TJ (e)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ (ts a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ ( )Tj T* -0.0004 Tc 0.0004 Tw (supported \(in its abstract world\). )Tj 0 -2.14999 TD -0.0002 Tc 0.0002 Tw (Results: Constructive induction was most accurate but only)Tj [29.8 ]TJ ( on an artificial domain. )Tj /N299 1 Tf T* -0.00301 Tc 0 Tw (C)Tj [-6 ]TJ (IMA)Tj /N296 1 Tf 2.44 0 TD 0.00121 Tc 0.1188 Tw ( )Tj [-10 ]TJ ([28] )Tj [-10 ]TJ (is )Tj [-10 ]TJ (a)Tj [5 ]TJ ( )Tj [-10 ]TJ (te)Tj [5 ]TJ (x)Tj [-8.8 ]TJ (t)Tj [-1 ]TJ ( )Tj [-10 ]TJ (pr)Tj [4.2 ]TJ (e)Tj [5 ]TJ (d)Tj [1.2 ]TJ (ic)Tj [5 ]TJ (tion )Tj [-10 ]TJ (a)Tj [5 ]TJ (g)Tj [11.2 ]TJ (e)Tj [5 ]TJ (n)Tj [1.2 ]TJ (t, whic)Tj [5 ]TJ (h sug)Tj [11.2 ]TJ (g)Tj [11.2 ]TJ (e)Tj [5 ]TJ (sts c)Tj [5 ]TJ (o)Tj [1.2 ]TJ (mple)Tj [5 ]TJ (tions of)Tj [4.2 ]TJ ( se)Tj [5 ]TJ (nte)Tj [5 ]TJ (n)Tj [1.2 ]TJ (c)Tj [5 ]TJ (e)Tj [5 ]TJ (s)Tj [0.39999 ]TJ ( in a)Tj [5 ]TJ ( )Tj -2.44 -1.14999 TD -0.0005 Tc 0.0005 Tw (tex)Tj [-10.5 ]TJ (t)Tj [-2.7 ]TJ ( editor. Heuristics learn from observed ex)Tj [-10.5 ]TJ (amples, hints and partial specifications. )Tj /N299 1 Tf 0 -2.14999 TD 0.00259 Tc 0 Tw (CO)Tj [4.8 ]TJ (LLAG)Tj [4.8 ]TJ (E)Tj [3.39999 ]TJ (N)Tj /N296 1 Tf 5.12 0 TD -0.0005 Tc 0.41051 Tw ( )Tj [-10 ]TJ ([)Tj [-7.5 ]TJ (65])Tj [-7.5 ]TJ ( )Tj [-10 ]TJ (is an ag)Tj [9.5 ]TJ (ent whose interaction sty)Tj [29.5 ]TJ (l)Tj [-2.7 ]TJ (e is modelled on human )Tj -5.12 -1.14999 TD -0.0009 Tc 0.0909 Tw (collaboration. Ag)Tj [9.10001 ]TJ (ents and users share a g)Tj [9.10001 ]TJ (o)Tj [-0.89999 ]TJ (al and plan, and )Tj [10 ]TJ (communicate )Tj [10 ]TJ (actions )Tj [10 ]TJ (and )Tj T* -0.0007 Tc 0.0007 Tw (results via a dialog)Tj [9.3 ]TJ (ue. )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 16 16 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 16 )Tj /N299 1 Tf 0 59.55 TD -0.0016 Tc 0 Tw (Grammex)Tj /N296 1 Tf 3.92999 0 TD -0.0009 Tc 0.01089 Tw ( [)Tj [-7.89999 ]TJ (30])Tj [-7.89999 ]TJ ( learns g)Tj [9.10001 ]TJ (r)Tj [2.10001 ]TJ (ammar \(e.g)Tj [9.10001 ]TJ (. email structure\) from user )Tj [10 ]TJ (ex)Tj [-10.89999 ]TJ (amples )Tj [10 ]TJ (and )Tj [10 ]TJ (performs )Tj -3.92999 -1.14999 TD -0.00101 Tc 0.241 Tw (actions when it detects new occurrences of this g)Tj [9 ]TJ (r)Tj [2 ]TJ (ammar. )Tj [10 ]TJ (The )Tj [10 ]TJ (user )Tj [10 ]TJ (prog)Tj [9 ]TJ (rams )Tj [10 ]TJ (by)Tj [29 ]TJ ( )Tj T* -0.002 Tc 0.002 Tw (ex)Tj [-12 ]TJ (am)Tj [-4.2 ]TJ (pl)Tj [-4.2 ]TJ (e, usi)Tj [-4.2 ]TJ (n)Tj [-2 ]TJ (g)Tj [8 ]TJ ( a di)Tj [-4.2 ]TJ (rect)Tj [-4.2 ]TJ ( m)Tj [-4.2 ]TJ (a)Tj [1.8 ]TJ (ni)Tj [-4.2 ]TJ (pul)Tj [-4.2 ]TJ (at)Tj [-4.2 ]TJ (i)Tj [-4.2 ]TJ (on i)Tj [-4.2 ]TJ (n)Tj [-2 ]TJ (t)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ (rface t)Tj [-4.2 ]TJ (o)Tj [-2 ]TJ ( t)Tj [-4.2 ]TJ (each t)Tj [-4.2 ]TJ (h)Tj [-2 ]TJ (e ag)Tj [8 ]TJ (ent)Tj [-4.2 ]TJ (.)Tj [-2 ]TJ ( )Tj /N299 1 Tf 0 -2.14999 TD 0 Tc 0 Tw (Mondrian)Tj /N296 1 Tf 4 0 TD 0.0011 Tc 0.03889 Tw ( )Tj [-10 ]TJ ([28] )Tj [-10 ]TJ (le)Tj [4.89999 ]TJ (a)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (ns )Tj [-10 ]TJ (g)Tj [11.10001 ]TJ (r)Tj [4.10001 ]TJ (a)Tj [4.89999 ]TJ (phic)Tj [4.89999 ]TJ (a)Tj [4.89999 ]TJ (l)Tj [-1.10001 ]TJ ( )Tj [-10 ]TJ (ope)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (a)Tj [4.89999 ]TJ (tions whic)Tj [4.89999 ]TJ (h a)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ ( e)Tj [4.89999 ]TJ (x)Tj [-8.89999 ]TJ (plic)Tj [4.89999 ]TJ (itly)Tj [31.10001 ]TJ ( pr)Tj [4.10001 ]TJ (og)Tj [11.10001 ]TJ (r)Tj [4.10001 ]TJ (a)Tj [4.89999 ]TJ (mme)Tj [4.89999 ]TJ (d by)Tj [31.10001 ]TJ ( use)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (s. )Tj -4 -1.14999 TD -0.0009 Tc 0.0009 Tw (Novices can then use these operations. )Tj 0 -2.14999 TD -0.00031 Tc 0.13029 Tw (W)Tj [-6.5 ]TJ (a)Tj [3.5 ]TJ (sz)Tj [-6.5 ]TJ (kiewicz)Tj [-6.5 ]TJ ( )Tj [-10 ]TJ ([)Tj [-7.3 ]TJ (79])Tj [-7.3 ]TJ ( )Tj [-10 ]TJ (builds a personal travel assistant, aiming)Tj [9.7 ]TJ ( to meet the F)Tj [5.8 ]TJ (I)Tj [22.7 ]TJ (PA 1997 )Tj 0 -1.14999 TD -0.00191 Tc 0.17191 Tw (t)Tj [-4.10001 ]TJ (r)Tj [1.10001 ]TJ (avel)Tj [-4.10001 ]TJ ( scenari)Tj [-4.10001 ]TJ (o. The user speci)Tj [-4.10001 ]TJ (fi)Tj [-4.10001 ]TJ (es preferences and a )Tj [10 ]TJ (t)Tj [-4.10001 ]TJ (r)Tj [1.10001 ]TJ (avel)Tj [-4.10001 ]TJ ( )Tj [10 ]TJ (ag)Tj [8.10001 ]TJ (ent)Tj [-4.10001 ]TJ ( )Tj [10 ]TJ (sug)Tj [8.10001 ]TJ (g)Tj [8.10001 ]TJ (e)Tj [1.89999 ]TJ (st)Tj [-4.10001 ]TJ (s )Tj [10 ]TJ (a )Tj [10 ]TJ (fl)Tj [-4.10001 ]TJ (i)Tj [-4.10001 ]TJ (g)Tj [8.10001 ]TJ (ht)Tj [-4.10001 ]TJ (. )Tj T* -0.0009 Tc 0.1209 Tw (Case-based )Tj [-10 ]TJ (reasoning)Tj [9.10001 ]TJ ( )Tj [-10 ]TJ (\(a )Tj [-10 ]TJ (case )Tj [-10 ]TJ (retrieval net\) is used to build a user profile from past )Tj T* -0.0005 Tc 0.0005 Tw (requests. User confirmation is soug)Tj [9.5 ]TJ (ht before booking)Tj [9.5 ]TJ (. )Tj /N299 1 Tf 0 -2.14999 TD 0.0006 Tc 0 Tw (Softbot)Tj /N296 1 Tf 2.84 0 TD -0.0016 Tc 0.2316 Tw ( [)Tj [-8.60001 ]TJ (15])Tj [-8.60001 ]TJ ( pl)Tj [-3.8 ]TJ (ans i)Tj [-3.8 ]TJ (n)Tj [-1.60001 ]TJ (t)Tj [-3.8 ]TJ (e)Tj [2.2 ]TJ (rnet)Tj [-3.8 ]TJ (-based act)Tj [-3.8 ]TJ (i)Tj [-3.8 ]TJ (ons from)Tj [-3.8 ]TJ ( )Tj [10 ]TJ (i)Tj [-3.8 ]TJ (n)Tj [-1.60001 ]TJ (com)Tj [-3.8 ]TJ (p)Tj [-1.60001 ]TJ (l)Tj [-3.8 ]TJ (e)Tj [2.3 ]TJ (t)Tj [-3.8 ]TJ (e)Tj [2.2 ]TJ ( )Tj [10 ]TJ (user )Tj [10 ]TJ (g)Tj [8.39999 ]TJ (o)Tj [-1.60001 ]TJ (al)Tj [-3.8 ]TJ ( )Tj [10 ]TJ (speci)Tj [-3.8 ]TJ (fi)Tj [-3.8 ]TJ (cat)Tj [-3.8 ]TJ (i)Tj [-3.8 ]TJ (ons )Tj -2.84 -1.14999 TD 0.0007 Tc 0.0193 Tw (\()Tj [3.7 ]TJ (e)Tj [4.5 ]TJ (.g)Tj [10.7 ]TJ (. \223)Tj [4.5 ]TJ (s)Tj [-0.10001 ]TJ (e)Tj [4.5 ]TJ (nd ma)Tj [4.5 ]TJ (il to Mitc)Tj [4.5 ]TJ (he)Tj [4.5 ]TJ (ll\224)Tj [4.5 ]TJ (\))Tj [3.7 ]TJ (.)Tj [0.7 ]TJ ( A pla)Tj [4.5 ]TJ (nning)Tj [10.7 ]TJ ( libr)Tj [3.7 ]TJ (a)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ (y)Tj [30.7 ]TJ ( of)Tj [3.7 ]TJ ( sc)Tj [4.5 ]TJ (he)Tj [4.5 ]TJ (ma)Tj [4.5 ]TJ (ta)Tj [4.5 ]TJ ( is use)Tj [4.5 ]TJ (d, wr)Tj [3.7 ]TJ (itte)Tj [4.5 ]TJ (n )Tj [10 ]TJ (by)Tj [30.7 ]TJ ( )Tj [10 ]TJ (ha)Tj [4.5 ]TJ (nd )Tj T* 0.0005 Tc -0.0005 Tw (in Prolog)Tj [10.5 ]TJ (. )Tj /N299 1 Tf 0 -2.14999 TD -0.0016 Tc 0.18159 Tw (Remembrance agent)Tj /N296 1 Tf 8.35001 0 TD -0.0007 Tc 0.1707 Tw ( )Tj [-10 ]TJ ([)Tj [-7.7 ]TJ (63])Tj [-7.7 ]TJ ( sug)Tj [9.3 ]TJ (g)Tj [9.3 ]TJ (e)Tj [3.10001 ]TJ (sts documents related to the user\222s current contex)Tj [-10.7 ]TJ (t. )Tj -8.35001 -1.14999 TD -0.0004 Tc 0.2104 Tw (Emails )Tj [-10 ]TJ (and )Tj [-10 ]TJ (on-line documents are monitored, and the SMART alg)Tj [9.60001 ]TJ (o)Tj [-0.39999 ]TJ (rithm used to )Tj T* -0.0005 Tc 0.0005 Tw (match contex)Tj [-10.5 ]TJ (t and documents. )Tj 0 -2.14999 TD -0.0007 Tc 0.02071 Tw (Results: )Tj [-10 ]TJ (Email most useful for up-to-date contex)Tj [-10.7 ]TJ (tual information, RA preferred over a )Tj 0 -1.14999 TD -0.00101 Tc 0.00101 Tw (search eng)Tj [9 ]TJ (i)Tj [-3.2 ]TJ (ne or Marg)Tj [9 ]TJ (in notes [)Tj [-8 ]TJ (61])Tj [-8 ]TJ (. )Tj /N299 1 Tf 0 -2.14999 TD -0.0005 Tc 0.0705 Tw (UCI GrantLearner)Tj /N296 1 Tf 7.64999 0 TD 0 Tc 0.07001 Tw ( [)Tj [-7 ]TJ (5)Tj [0 ]TJ (])Tj [-7 ]TJ ( is a sy)Tj [30 ]TJ (stem to identify)Tj [30 ]TJ ( interesting)Tj [10 ]TJ ( g)Tj [10 ]TJ (r)Tj [3 ]TJ (ant funding)Tj [10 ]TJ ( opportunities. )Tj -7.64999 -1.14999 TD 0.0011 Tc -0.0011 Tw (I)Tj [24.10001 ]TJ (t)Tj [-1.10001 ]TJ ( use)Tj [4.89999 ]TJ (s)Tj [0.3 ]TJ ( the)Tj [4.89999 ]TJ ( sa)Tj [4.89999 ]TJ (me)Tj [4.89999 ]TJ ( use)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ ( mode)Tj [4.89999 ]TJ (l le)Tj [4.89999 ]TJ (a)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (ning)Tj [11.10001 ]TJ ( te)Tj [4.89999 ]TJ (c)Tj [4.89999 ]TJ (hnique)Tj [4.89999 ]TJ (s a)Tj [4.89999 ]TJ (s)Tj [0.3 ]TJ ( Sy)Tj [31.10001 ]TJ (skill &)Tj [8.89999 ]TJ ( We)Tj [4.89999 ]TJ (be)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (t)Tj [-1.10001 ]TJ (. )Tj 0 -2.14999 TD 0.0014 Tc 0.14861 Tw (Sc)Tj [5.2 ]TJ (hlimme)Tj [5.2 ]TJ (r)Tj [4.39999 ]TJ ( )Tj [-10 ]TJ ([70] )Tj [-10 ]TJ (de)Tj [5.2 ]TJ (sc)Tj [5.2 ]TJ (r)Tj [4.39999 ]TJ (i)Tj [-0.8 ]TJ (be)Tj [5.2 ]TJ (s a)Tj [5.2 ]TJ ( te)Tj [5.2 ]TJ (x)Tj [-8.60001 ]TJ (t)Tj [-0.8 ]TJ (-)Tj [4.39999 ]TJ (c)Tj [5.2 ]TJ (omple)Tj [5.2 ]TJ (tion a)Tj [5.2 ]TJ (g)Tj [11.39999 ]TJ (e)Tj [5.2 ]TJ (n)Tj [1.39999 ]TJ (t, using)Tj [11.39999 ]TJ ( f)Tj [4.39999 ]TJ (i)Tj [-0.8 ]TJ (nite)Tj [5.2 ]TJ ( sta)Tj [5.2 ]TJ (t)Tj [-0.8 ]TJ (e)Tj [5.2 ]TJ ( ma)Tj [5.2 ]TJ (c)Tj [5.2 ]TJ (h)Tj [1.39999 ]TJ (ine)Tj [5.2 ]TJ (s)Tj [0.60001 ]TJ ( with )Tj 0 -1.14999 TD -0.0007 Tc 0.32069 Tw (embedded decision trees to predict user\222s tex)Tj [-10.7 ]TJ (t)Tj [-2.89999 ]TJ (ual input )Tj [10 ]TJ (and )Tj [10 ]TJ (offer )Tj [10 ]TJ (a )Tj [10 ]TJ (shortcut )Tj [10 ]TJ (to )Tj T* 0.00011 Tc 0 Tw (completion. )Tj 0 -2.14999 TD 0.0007 Tc 0.1693 Tw (Re)Tj [4.5 ]TJ (sults: F)Tj [6.89999 ]TJ (S)Tj [-3.10001 ]TJ (M c)Tj [4.5 ]TJ (o)Tj [0.7 ]TJ (mpa)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ (s)Tj [-0.10001 ]TJ ( we)Tj [4.5 ]TJ (ll with I)Tj [23.7 ]TJ (D)Tj [2.89999 ]TJ (4 a)Tj [4.5 ]TJ (nd B)Tj [7.7 ]TJ (a)Tj [4.5 ]TJ (y)Tj [30.7 ]TJ (e)Tj [4.5 ]TJ (s, with a)Tj [4.5 ]TJ ( hy)Tj [30.7 ]TJ (br)Tj [3.7 ]TJ (id of)Tj [3.7 ]TJ ( F)Tj [6.89999 ]TJ (S)Tj [-3.10001 ]TJ (M )Tj [10 ]TJ (a)Tj [4.5 ]TJ (nd )Tj [10 ]TJ (I)Tj [23.7 ]TJ (D)Tj [2.89999 ]TJ (4 )Tj 0 -1.14999 TD -0.00101 Tc 0.181 Tw (working)Tj [9 ]TJ ( best. Accuracy)Tj [29 ]TJ ( of 12-82% was seen, depending)Tj [9 ]TJ ( on the topic of the )Tj [10 ]TJ (notes )Tj T* -0.0006 Tc 0.0006 Tw (being)Tj [9.39999 ]TJ ( taken. )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 17 17 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 17 )Tj /N297 1 Tf 0 59.53 TD 0.0023 Tc -0.00011 Tw (5.2)Tj [8.5 ]TJ ( )Tj [-730 ]TJ (C)Tj [4.5 ]TJ (l)Tj [0.10001 ]TJ (assif)Tj [5.3 ]TJ (i)Tj [0.10001 ]TJ (cat)Tj [5.3 ]TJ (ion of)Tj [5.3 ]TJ ( agent)Tj [5.3 ]TJ ( sy)Tj [28.5 ]TJ (st)Tj [5.3 ]TJ (ems )Tj /N296 1 Tf 0 -1.63 TD -0.00031 Tc 0.1503 Tw (F)Tj [5.89999 ]TJ (i)Tj [-2.5 ]TJ (g)Tj [9.7 ]TJ (u)Tj [-0.3 ]TJ (re )Tj [-10 ]TJ (1 )Tj [-10 ]TJ (lists )Tj [-10 ]TJ (the )Tj [-10 ]TJ (ag)Tj [9.7 ]TJ (ent )Tj [-10 ]TJ (sy)Tj [29.7 ]TJ (stems )Tj [-10 ]TJ (mentioned in the previous section and shows how )Tj 0 -1.14999 TD -0.0006 Tc 0.2406 Tw (they)Tj [29.39999 ]TJ ( are classified. The distribution of technolog)Tj [9.39999 ]TJ (ies )Tj [10 ]TJ (within )Tj [10 ]TJ (today)Tj [29.39999 ]TJ (\222)Tj [2.39999 ]TJ (s )Tj [10 ]TJ (ag)Tj [9.39999 ]TJ (ents )Tj [10 ]TJ (can )Tj [10 ]TJ (be )Tj T* -0.00211 Tc 0.00211 Tw (cl)Tj [-4.3 ]TJ (earl)Tj [-4.3 ]TJ (y)Tj [27.89999 ]TJ ( seen. )Tj ET 1 1 1 scn 1 i 310.121 614.48 96 -12.36 rf 310.121 614.48 95.39999 -12 rf 310.121 614.48 95.39999 -12 rf BT 6.60941 0 0 6.60941 317.92059 605.9603 Tm 0 0 0 scn 0.0282 Tc -0.04221 Tw (S)Tj [57.8 ]TJ (e)Tj [0 ]TJ (n)Tj [56.10001 ]TJ (t)Tj [15.5 ]TJ (en)Tj [56.10001 ]TJ (c)Tj [54.5 ]TJ (e)Tj [0 ]TJ ( c)Tj [72.60001 ]TJ (o)Tj [-16.5 ]TJ (m)Tj [43.5 ]TJ (p)Tj [56.10001 ]TJ (l)Tj [70 ]TJ (e)Tj [0 ]TJ (t)Tj [70 ]TJ (e)Tj [0 ]TJ (r)Tj [16.2 ]TJ ( \()Tj [16.2 ]TJ (S)Tj [112.3 ]TJ (ch)Tj [56.10001 ]TJ (l)Tj [15.5 ]TJ (i)Tj [-2.60001 ]TJ (m)Tj [43.5 ]TJ (m)Tj [97.89999 ]TJ (er)Tj [70.7 ]TJ (\))Tj [70.7 ]TJ ( )Tj ET 1 1 1 scn 405.881 614.48 11.52 -12.36 rf 405.881 614.48 11.64 -12 rf 405.881 614.48 11.64 -12 rf BT 6.60941 0 0 6.60941 411.64059 605.9603 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 417.161 614.48 11.88 -12.36 rf 417.161 614.48 11.64 -12 rf 417.161 614.48 11.64 -12 rf BT 6.60941 0 0 6.60941 422.92059 605.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 614.48 11.52 -12.36 rf 428.80099 614.48 11.64 -12 rf 428.80099 614.48 11.64 -12 rf BT 6.60941 0 0 6.60941 434.6806 605.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 614.48 12 -12.36 rf 440.08099 614.48 11.64 -12 rf 440.08099 614.48 11.64 -12 rf BT 6.60941 0 0 6.60941 444.4006 605.9603 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 451.72099 614.48 11.64 -12.36 rf 451.72099 614.48 11.75999 -12 rf 451.72099 614.48 11.75999 -12 rf BT 6.60941 0 0 6.60941 457.6006 605.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 463.00101 614.48 12 -12.36 rf 463.00101 614.48 11.75999 -12 rf 463.00101 614.48 11.75999 -12 rf BT 6.60941 0 0 6.60941 468.8806 605.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 474.761 614.48 11.52 -12.36 rf 474.761 614.48 11.64 -12 rf 474.761 614.48 11.64 -12 rf BT 6.60941 0 0 6.60941 480.5206 605.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 486.041 614.48 11.88 -12.36 rf 486.041 614.48 11.64 -12 rf 486.041 614.48 11.64 -12 rf BT 6.60941 0 0 6.60941 490.2406 605.9603 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 497.681 614.48 11.52 -12.36 rf 497.681 614.48 11.64 -12 rf 497.681 614.48 11.64 -12 rf BT 6.60941 0 0 6.60941 503.5605 605.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 508.961 614.48 12 -12.36 rf 508.961 614.48 11.64 -12 rf 508.961 614.48 11.64 -12 rf BT 6.60941 0 0 6.60941 514.84061 605.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 602.48 96 -12.36 rf 310.121 602.48 95.39999 -12.12 rf 310.121 602.48 95.39999 -12.12 rf BT 6.60941 0 0 6.60941 322.2406 593.8403 Tm 0 0 0 scn -0.0265 Tc 0.0125 Tw (T)Tj [57.8 ]TJ (r)Tj [-38.5 ]TJ (a)Tj [-54.7 ]TJ (v)Tj [55.89999 ]TJ (e)Tj [-54.7 ]TJ (l)Tj [-39.2 ]TJ ( as)Tj [-54.89999 ]TJ (s)Tj [-36.8 ]TJ (i)Tj [-39.2 ]TJ (s)Tj [-54.89999 ]TJ (t)Tj [-39.2 ]TJ (ant)Tj [-39.2 ]TJ ( \()Tj [-56.60001 ]TJ (W)Tj [-8.60001 ]TJ (as)Tj [-54.89999 ]TJ (zk)Tj [19.60001 ]TJ (i)Tj [15.3 ]TJ (e)Tj [-54.7 ]TJ (w)Tj [42.10001 ]TJ (i)Tj [-39.2 ]TJ (c)Tj [-54.7 ]TJ (z)Tj [-0.2 ]TJ (\))Tj [16 ]TJ ( )Tj ET 1 1 1 scn 405.881 602.48 11.52 -12.36 rf 405.881 602.48 11.64 -12.12 rf 405.881 602.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 411.64059 593.8403 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 417.161 602.48 11.88 -12.36 rf 417.161 602.48 11.64 -12.12 rf 417.161 602.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 422.92059 593.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 602.48 11.52 -12.36 rf 428.80099 602.48 11.64 -12.12 rf 428.80099 602.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 434.6806 593.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 602.48 12 -12.36 rf 440.08099 602.48 11.64 -12.12 rf 440.08099 602.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 444.4006 593.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 451.72099 602.48 11.64 -12.36 rf 451.72099 602.48 11.75999 -12.12 rf 451.72099 602.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 456.0406 593.8403 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 463.00101 602.48 12 -12.36 rf 463.00101 602.48 11.75999 -12.12 rf 463.00101 602.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 468.8806 593.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 474.761 602.48 11.52 -12.36 rf 474.761 602.48 11.64 -12.12 rf 474.761 602.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 480.5206 593.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 486.041 602.48 11.88 -12.36 rf 486.041 602.48 11.64 -12.12 rf 486.041 602.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 490.2406 593.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 497.681 602.48 11.52 -12.36 rf 497.681 602.48 11.64 -12.12 rf 497.681 602.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 503.5605 593.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 508.961 602.48 12 -12.36 rf 508.961 602.48 11.64 -12.12 rf 508.961 602.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 514.84061 593.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 590.36 96 -12.24001 rf 310.121 590.36 95.39999 -12 rf 310.121 590.36 95.39999 -12 rf BT 6.60941 0 0 6.60941 377.8006 581.8403 Tm 0 0 0 scn 0.00031 Tc (We)Tj [-27.89999 ]TJ (b)Tj [28.2 ]TJ (A)Tj [68.8 ]TJ (C)Tj [31.8 ]TJ (E)Tj [-42.5 ]TJ ( )Tj ET 1 1 1 scn 405.881 590.36 11.52 -12.24001 rf 405.881 590.36 11.64 -12 rf 405.881 590.36 11.64 -12 rf BT 6.60941 0 0 6.60941 411.64059 581.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 590.36 11.88 -12.24001 rf 417.161 590.36 11.64 -12 rf 417.161 590.36 11.64 -12 rf BT 6.60941 0 0 6.60941 422.92059 581.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 590.36 11.52 -12.24001 rf 428.80099 590.36 11.64 -12 rf 428.80099 590.36 11.64 -12 rf BT 6.60941 0 0 6.60941 434.6806 581.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 590.36 12 -12.24001 rf 440.08099 590.36 11.64 -12 rf 440.08099 590.36 11.64 -12 rf BT 6.60941 0 0 6.60941 444.4006 581.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 451.72099 590.36 11.64 -12.24001 rf 451.72099 590.36 11.75999 -12 rf 451.72099 590.36 11.75999 -12 rf BT 6.60941 0 0 6.60941 457.6006 581.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 463.00101 590.36 12 -12.24001 rf 463.00101 590.36 11.75999 -12 rf 463.00101 590.36 11.75999 -12 rf BT 6.60941 0 0 6.60941 468.8806 581.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 474.761 590.36 11.52 -12.24001 rf 474.761 590.36 11.64 -12 rf 474.761 590.36 11.64 -12 rf BT 6.60941 0 0 6.60941 480.5206 581.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 486.041 590.36 11.88 -12.24001 rf 486.041 590.36 11.64 -12 rf 486.041 590.36 11.64 -12 rf BT 6.60941 0 0 6.60941 490.2406 581.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 497.681 590.36 11.52 -12.24001 rf 497.681 590.36 11.64 -12 rf 497.681 590.36 11.64 -12 rf BT 6.60941 0 0 6.60941 503.5605 581.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 508.961 590.36 12 -12.24001 rf 508.961 590.36 11.64 -12 rf 508.961 590.36 11.64 -12 rf BT 6.60941 0 0 6.60941 514.84061 581.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 578.36 96 -12 rf 310.121 578.36 95.39999 -12.12 rf 310.121 578.36 95.39999 -12.12 rf BT 6.60941 0 0 6.60941 377.4406 569.72031 Tm 0 0 0 scn -0.02679 Tc (W)Tj [-27.10001 ]TJ (e)Tj [-55 ]TJ (bM)Tj [-9.10001 ]TJ (at)Tj [-39.5 ]TJ (e )Tj ET 1 1 1 scn 405.881 578.36 11.52 -12 rf 405.881 578.36 11.64 -12.12 rf 405.881 578.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 411.64059 569.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 578.36 11.88 -12 rf 417.161 578.36 11.64 -12.12 rf 417.161 578.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 422.92059 569.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 578.36 11.52 -12 rf 428.80099 578.36 11.64 -12.12 rf 428.80099 578.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 434.6806 569.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 578.36 12 -12 rf 440.08099 578.36 11.64 -12.12 rf 440.08099 578.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 444.4006 569.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 451.72099 578.36 11.64 -12 rf 451.72099 578.36 11.75999 -12.12 rf 451.72099 578.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 456.0406 569.72031 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 463.00101 578.36 12 -12 rf 463.00101 578.36 11.75999 -12.12 rf 463.00101 578.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 468.8806 569.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 474.761 578.36 11.52 -12 rf 474.761 578.36 11.64 -12.12 rf 474.761 578.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 480.5206 569.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 486.041 578.36 11.88 -12 rf 486.041 578.36 11.64 -12.12 rf 486.041 578.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 490.2406 569.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 497.681 578.36 11.52 -12 rf 497.681 578.36 11.64 -12.12 rf 497.681 578.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 503.5605 569.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 508.961 578.36 12 -12 rf 508.961 578.36 11.64 -12.12 rf 508.961 578.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 514.84061 569.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 566.72 96 -12.36 rf 310.121 566.72 95.39999 -12.12 rf 310.121 566.72 95.39999 -12.12 rf BT 6.60941 0 0 6.60941 368.92059 558.08031 Tm 0 0 0 scn 0.0282 Tc (W)Tj [27.89999 ]TJ (e)Tj [0 ]TJ (b)Tj [56.10001 ]TJ (W)Tj [46.10001 ]TJ (a)Tj [54.5 ]TJ (t)Tj [15.5 ]TJ (ch)Tj [110.60001 ]TJ (er)Tj [70.7 ]TJ ( )Tj ET 1 1 1 scn 405.881 566.72 11.52 -12.36 rf 405.881 566.72 11.64 -12.12 rf 405.881 566.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 411.64059 558.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 566.72 11.88 -12.36 rf 417.161 566.72 11.64 -12.12 rf 417.161 566.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 422.92059 558.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 566.72 11.52 -12.36 rf 428.80099 566.72 11.64 -12.12 rf 428.80099 566.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 434.6806 558.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 566.72 12 -12.36 rf 440.08099 566.72 11.64 -12.12 rf 440.08099 566.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 444.4006 558.08031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 451.72099 566.72 11.64 -12.36 rf 451.72099 566.72 11.75999 -12.12 rf 451.72099 566.72 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 457.6006 558.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 463.00101 566.72 12 -12.36 rf 463.00101 566.72 11.75999 -12.12 rf 463.00101 566.72 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 467.3206 558.08031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 474.761 566.72 11.52 -12.36 rf 474.761 566.72 11.64 -12.12 rf 474.761 566.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 480.5206 558.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 486.041 566.72 11.88 -12.36 rf 486.041 566.72 11.64 -12.12 rf 486.041 566.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 490.2406 558.08031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 497.681 566.72 11.52 -12.36 rf 497.681 566.72 11.64 -12.12 rf 497.681 566.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 503.5605 558.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 508.961 566.72 12 -12.36 rf 508.961 566.72 11.64 -12.12 rf 508.961 566.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 514.84061 558.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 554.60001 96 -12.36 rf 310.121 554.60001 95.39999 -12 rf 310.121 554.60001 95.39999 -12 rf BT 6.60941 0 0 6.60941 390.64059 546.08031 Tm 0 0 0 scn 0.00031 Tc (WB)Tj [13.7 ]TJ (I)Tj [42.8 ]TJ ( )Tj ET 1 1 1 scn 405.881 554.60001 11.52 -12.36 rf 405.881 554.60001 11.64 -12 rf 405.881 554.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 411.64059 546.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 554.60001 11.88 -12.36 rf 417.161 554.60001 11.64 -12 rf 417.161 554.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 422.92059 546.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 554.60001 11.52 -12.36 rf 428.80099 554.60001 11.64 -12 rf 428.80099 554.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 434.6806 546.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 554.60001 12 -12.36 rf 440.08099 554.60001 11.64 -12 rf 440.08099 554.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 444.4006 546.08031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 451.72099 554.60001 11.64 -12.36 rf 451.72099 554.60001 11.75999 -12 rf 451.72099 554.60001 11.75999 -12 rf BT 6.60941 0 0 6.60941 457.6006 546.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 463.00101 554.60001 12 -12.36 rf 463.00101 554.60001 11.75999 -12 rf 463.00101 554.60001 11.75999 -12 rf BT 6.60941 0 0 6.60941 468.8806 546.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 474.761 554.60001 11.52 -12.36 rf 474.761 554.60001 11.64 -12 rf 474.761 554.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 480.5206 546.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 486.041 554.60001 11.88 -12.36 rf 486.041 554.60001 11.64 -12 rf 486.041 554.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 490.2406 546.08031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 497.681 554.60001 11.52 -12.36 rf 497.681 554.60001 11.64 -12 rf 497.681 554.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 503.5605 546.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 508.961 554.60001 12 -12.36 rf 508.961 554.60001 11.64 -12 rf 508.961 554.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 514.84061 546.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 542.60001 96 -12.36 rf 310.121 542.60001 95.39999 -12.12 rf 310.121 542.60001 95.39999 -12.12 rf BT 6.60941 0 0 6.60941 368.92059 533.9603 Tm 0 0 0 scn -0.0867 Tc (AR)Tj [-127.8 ]TJ (A)Tj [-18.2 ]TJ (C)Tj [-73.3 ]TJ (H)Tj [-72.60001 ]TJ (N)Tj [-127.10001 ]TJ (I)Tj [-44.2 ]TJ (D)Tj [-127.10001 ]TJ ( )Tj ET 1 1 1 scn 405.881 542.60001 11.52 -12.36 rf 405.881 542.60001 11.64 -12.12 rf 405.881 542.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 411.64059 533.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 542.60001 11.88 -12.36 rf 417.161 542.60001 11.64 -12.12 rf 417.161 542.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 422.92059 533.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 542.60001 11.52 -12.36 rf 428.80099 542.60001 11.64 -12.12 rf 428.80099 542.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 434.6806 533.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 542.60001 12 -12.36 rf 440.08099 542.60001 11.64 -12.12 rf 440.08099 542.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 445.9606 533.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 542.60001 11.64 -12.36 rf 451.72099 542.60001 11.75999 -12.12 rf 451.72099 542.60001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 456.0406 533.9603 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 463.00101 542.60001 12 -12.36 rf 463.00101 542.60001 11.75999 -12.12 rf 463.00101 542.60001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 467.3206 533.9603 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 474.761 542.60001 11.52 -12.36 rf 474.761 542.60001 11.64 -12.12 rf 474.761 542.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 480.5206 533.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 486.041 542.60001 11.88 -12.36 rf 486.041 542.60001 11.64 -12.12 rf 486.041 542.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 491.8006 533.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 497.681 542.60001 11.52 -12.36 rf 497.681 542.60001 11.64 -12.12 rf 497.681 542.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 503.5605 533.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 508.961 542.60001 12 -12.36 rf 508.961 542.60001 11.64 -12.12 rf 508.961 542.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 514.84061 533.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 530.48 96 -12.24001 rf 310.121 530.48 95.39999 -12 rf 310.121 530.48 95.39999 -12 rf BT 6.60941 0 0 6.60941 391.48061 521.9603 Tm 0 0 0 scn 0.01199 Tc (IA)Tj [80.5 ]TJ (N)Tj [-28.39999 ]TJ ( )Tj ET 1 1 1 scn 405.881 530.48 11.52 -12.24001 rf 405.881 530.48 11.64 -12 rf 405.881 530.48 11.64 -12 rf BT 6.60941 0 0 6.60941 411.64059 521.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 530.48 11.88 -12.24001 rf 417.161 530.48 11.64 -12 rf 417.161 530.48 11.64 -12 rf BT 6.60941 0 0 6.60941 422.92059 521.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 530.48 11.52 -12.24001 rf 428.80099 530.48 11.64 -12 rf 428.80099 530.48 11.64 -12 rf BT 6.60941 0 0 6.60941 434.6806 521.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 530.48 12 -12.24001 rf 440.08099 530.48 11.64 -12 rf 440.08099 530.48 11.64 -12 rf BT 6.60941 0 0 6.60941 445.9606 521.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 530.48 11.64 -12.24001 rf 451.72099 530.48 11.75999 -12 rf 451.72099 530.48 11.75999 -12 rf BT 6.60941 0 0 6.60941 456.0406 521.9603 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 463.00101 530.48 12 -12.24001 rf 463.00101 530.48 11.75999 -12 rf 463.00101 530.48 11.75999 -12 rf BT 6.60941 0 0 6.60941 468.8806 521.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 474.761 530.48 11.52 -12.24001 rf 474.761 530.48 11.64 -12 rf 474.761 530.48 11.64 -12 rf BT 6.60941 0 0 6.60941 480.5206 521.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 486.041 530.48 11.88 -12.24001 rf 486.041 530.48 11.64 -12 rf 486.041 530.48 11.64 -12 rf BT 6.60941 0 0 6.60941 491.8006 521.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 497.681 530.48 11.52 -12.24001 rf 497.681 530.48 11.64 -12 rf 497.681 530.48 11.64 -12 rf BT 6.60941 0 0 6.60941 503.5605 521.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 508.961 530.48 12 -12.24001 rf 508.961 530.48 11.64 -12 rf 508.961 530.48 11.64 -12 rf BT 6.60941 0 0 6.60941 514.84061 521.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 518.48 96 -12.36 rf 310.121 518.48 95.39999 -12.12 rf 310.121 518.48 95.39999 -12.12 rf BT 6.60941 0 0 6.60941 316.7206 509.8403 Tm 0 0 0 scn -0.0274 Tc 0.0134 Tw (L)Tj [-15.7 ]TJ (e)Tj [-55.60001 ]TJ (a)Tj [17 ]TJ (r)Tj [-57.5 ]TJ (ni)Tj [-40.10001 ]TJ (ng pe)Tj [-55.60001 ]TJ (r)Tj [-39.39999 ]TJ (s)Tj [-1.39999 ]TJ (o)Tj [-53.89999 ]TJ (n)Tj [0.5 ]TJ (a)Tj [17 ]TJ (l)Tj [-58.2 ]TJ ( a)Tj [17 ]TJ (g)Tj [0.5 ]TJ (e)Tj [-55.60001 ]TJ (n)Tj [0.5 ]TJ (t)Tj [-40.10001 ]TJ ( \()Tj [-57.5 ]TJ (S)Tj [2.2 ]TJ (yc)Tj [-55.60001 ]TJ (ar)Tj [-39.39999 ]TJ (a\))Tj [-39.39999 ]TJ ( )Tj ET 1 1 1 scn 405.881 518.48 11.52 -12.36 rf 405.881 518.48 11.64 -12.12 rf 405.881 518.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 411.64059 509.8403 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 417.161 518.48 11.88 -12.36 rf 417.161 518.48 11.64 -12.12 rf 417.161 518.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 422.92059 509.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 518.48 11.52 -12.36 rf 428.80099 518.48 11.64 -12.12 rf 428.80099 518.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 434.6806 509.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 518.48 12 -12.36 rf 440.08099 518.48 11.64 -12.12 rf 440.08099 518.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 445.9606 509.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 518.48 11.64 -12.36 rf 451.72099 518.48 11.75999 -12.12 rf 451.72099 518.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 456.0406 509.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 463.00101 518.48 12 -12.36 rf 463.00101 518.48 11.75999 -12.12 rf 463.00101 518.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 467.3206 509.8403 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 474.761 518.48 11.52 -12.36 rf 474.761 518.48 11.64 -12.12 rf 474.761 518.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 480.5206 509.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 486.041 518.48 11.88 -12.36 rf 486.041 518.48 11.64 -12.12 rf 486.041 518.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 491.8006 509.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 497.681 518.48 11.52 -12.36 rf 497.681 518.48 11.64 -12.12 rf 497.681 518.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 503.5605 509.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 508.961 518.48 12 -12.36 rf 508.961 518.48 11.64 -12.12 rf 508.961 518.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 514.84061 509.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 506.36 96 -11.88 rf 310.121 506.36 95.39999 -12 rf 310.121 506.36 95.39999 -12 rf BT 6.60941 0 0 6.60941 388.0006 497.8403 Tm 0 0 0 scn -0.0298 Tc (LI)Tj [12.7 ]TJ (R)Tj [-70.89999 ]TJ (A)Tj [-15.7 ]TJ ( )Tj ET 1 1 1 scn 405.881 506.36 11.52 -11.88 rf 405.881 506.36 11.64 -12 rf 405.881 506.36 11.64 -12 rf BT 6.60941 0 0 6.60941 411.64059 497.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 506.36 11.88 -11.88 rf 417.161 506.36 11.64 -12 rf 417.161 506.36 11.64 -12 rf BT 6.60941 0 0 6.60941 422.92059 497.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 506.36 11.52 -11.88 rf 428.80099 506.36 11.64 -12 rf 428.80099 506.36 11.64 -12 rf BT 6.60941 0 0 6.60941 434.6806 497.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 506.36 12 -11.88 rf 440.08099 506.36 11.64 -12 rf 440.08099 506.36 11.64 -12 rf BT 6.60941 0 0 6.60941 445.9606 497.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 506.36 11.64 -11.88 rf 451.72099 506.36 11.75999 -12 rf 451.72099 506.36 11.75999 -12 rf BT 6.60941 0 0 6.60941 456.0406 497.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 463.00101 506.36 12 -11.88 rf 463.00101 506.36 11.75999 -12 rf 463.00101 506.36 11.75999 -12 rf BT 6.60941 0 0 6.60941 468.8806 497.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 474.761 506.36 11.52 -11.88 rf 474.761 506.36 11.64 -12 rf 474.761 506.36 11.64 -12 rf BT 6.60941 0 0 6.60941 480.5206 497.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 486.041 506.36 11.88 -11.88 rf 486.041 506.36 11.64 -12 rf 486.041 506.36 11.64 -12 rf BT 6.60941 0 0 6.60941 490.2406 497.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 497.681 506.36 11.52 -11.88 rf 497.681 506.36 11.64 -12 rf 497.681 506.36 11.64 -12 rf BT 6.60941 0 0 6.60941 503.5605 497.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 508.961 506.36 12 -11.88 rf 508.961 506.36 11.64 -12 rf 508.961 506.36 11.64 -12 rf BT 6.60941 0 0 6.60941 514.84061 497.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 494.72 96 -12.36 rf 310.121 494.72 95.39999 -12 rf 310.121 494.72 95.39999 -12 rf BT 6.60941 0 0 6.60941 368.0806 486.2003 Tm 0 0 0 scn 0.0282 Tc (N)Tj [42.3 ]TJ (e)Tj [0 ]TJ (w)Tj [96.8 ]TJ (s)Tj [17.89999 ]TJ (W)Tj [27.89999 ]TJ (eed)Tj [110.60001 ]TJ (er)Tj [70.7 ]TJ ( )Tj ET 1 1 1 scn 405.881 494.72 11.52 -12.36 rf 405.881 494.72 11.64 -12 rf 405.881 494.72 11.64 -12 rf BT 6.60941 0 0 6.60941 411.64059 486.2003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 494.72 11.88 -12.36 rf 417.161 494.72 11.64 -12 rf 417.161 494.72 11.64 -12 rf BT 6.60941 0 0 6.60941 422.92059 486.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 494.72 11.52 -12.36 rf 428.80099 494.72 11.64 -12 rf 428.80099 494.72 11.64 -12 rf BT 6.60941 0 0 6.60941 434.6806 486.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 494.72 12 -12.36 rf 440.08099 494.72 11.64 -12 rf 440.08099 494.72 11.64 -12 rf BT 6.60941 0 0 6.60941 445.9606 486.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 494.72 11.64 -12.36 rf 451.72099 494.72 11.75999 -12 rf 451.72099 494.72 11.75999 -12 rf BT 6.60941 0 0 6.60941 456.0406 486.2003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 463.00101 494.72 12 -12.36 rf 463.00101 494.72 11.75999 -12 rf 463.00101 494.72 11.75999 -12 rf BT 6.60941 0 0 6.60941 467.3206 486.2003 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 474.761 494.72 11.52 -12.36 rf 474.761 494.72 11.64 -12 rf 474.761 494.72 11.64 -12 rf BT 6.60941 0 0 6.60941 480.5206 486.2003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 486.041 494.72 11.88 -12.36 rf 486.041 494.72 11.64 -12 rf 486.041 494.72 11.64 -12 rf BT 6.60941 0 0 6.60941 490.2406 486.2003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 497.681 494.72 11.52 -12.36 rf 497.681 494.72 11.64 -12 rf 497.681 494.72 11.64 -12 rf BT 6.60941 0 0 6.60941 503.5605 486.2003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 508.961 494.72 12 -12.36 rf 508.961 494.72 11.64 -12 rf 508.961 494.72 11.64 -12 rf BT 6.60941 0 0 6.60941 514.84061 486.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 482.72 96 -12.36 rf 310.121 482.72 95.39999 -12.12 rf 310.121 482.72 95.39999 -12.12 rf BT 6.60941 0 0 6.60941 386.8006 474.08031 Tm 0 0 0 scn -0.0141 Tc (Ne)Tj [-42.3 ]TJ (wT)Tj [15.7 ]TJ ( )Tj ET 1 1 1 scn 405.881 482.72 11.52 -12.36 rf 405.881 482.72 11.64 -12.12 rf 405.881 482.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 411.64059 474.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 482.72 11.88 -12.36 rf 417.161 482.72 11.64 -12.12 rf 417.161 482.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 422.92059 474.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 482.72 11.52 -12.36 rf 428.80099 482.72 11.64 -12.12 rf 428.80099 482.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 434.6806 474.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 482.72 12 -12.36 rf 440.08099 482.72 11.64 -12.12 rf 440.08099 482.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 445.9606 474.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 482.72 11.64 -12.36 rf 451.72099 482.72 11.75999 -12.12 rf 451.72099 482.72 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 456.0406 474.08031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 463.00101 482.72 12 -12.36 rf 463.00101 482.72 11.75999 -12.12 rf 463.00101 482.72 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 467.3206 474.08031 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 474.761 482.72 11.52 -12.36 rf 474.761 482.72 11.64 -12.12 rf 474.761 482.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 478.9606 474.08031 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 486.041 482.72 11.88 -12.36 rf 486.041 482.72 11.64 -12.12 rf 486.041 482.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 490.2406 474.08031 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 497.681 482.72 11.52 -12.36 rf 497.681 482.72 11.64 -12.12 rf 497.681 482.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 503.5605 474.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 508.961 482.72 12 -12.36 rf 508.961 482.72 11.64 -12.12 rf 508.961 482.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 514.84061 474.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 470.60001 96 -12.24001 rf 310.121 470.60001 95.39999 -12 rf 310.121 470.60001 95.39999 -12 rf BT 6.60941 0 0 6.60941 357.64059 462.08031 Tm 0 0 0 scn 0.0125 Tc -0.0265 Tw (S)Tj [42.10001 ]TJ (y)Tj [40.39999 ]TJ (s)Tj [-15.89999 ]TJ (k)Tj [40.39999 ]TJ (ill &)Tj [27.8 ]TJ ( W)Tj [12.2 ]TJ (e)Tj [-15.7 ]TJ (b)Tj [40.39999 ]TJ (e)Tj [38.8 ]TJ (rt)Tj [54.3 ]TJ ( )Tj ET 1 1 1 scn 405.881 470.60001 11.52 -12.24001 rf 405.881 470.60001 11.64 -12 rf 405.881 470.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 411.64059 462.08031 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 417.161 470.60001 11.88 -12.24001 rf 417.161 470.60001 11.64 -12 rf 417.161 470.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 422.92059 462.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 470.60001 11.52 -12.24001 rf 428.80099 470.60001 11.64 -12 rf 428.80099 470.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 434.6806 462.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 470.60001 12 -12.24001 rf 440.08099 470.60001 11.64 -12 rf 440.08099 470.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 445.9606 462.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 470.60001 11.64 -12.24001 rf 451.72099 470.60001 11.75999 -12 rf 451.72099 470.60001 11.75999 -12 rf BT 6.60941 0 0 6.60941 456.0406 462.08031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 463.00101 470.60001 12 -12.24001 rf 463.00101 470.60001 11.75999 -12 rf 463.00101 470.60001 11.75999 -12 rf BT 6.60941 0 0 6.60941 467.3206 462.08031 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 474.761 470.60001 11.52 -12.24001 rf 474.761 470.60001 11.64 -12 rf 474.761 470.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 480.5206 462.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 486.041 470.60001 11.88 -12.24001 rf 486.041 470.60001 11.64 -12 rf 486.041 470.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 490.2406 462.08031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 497.681 470.60001 11.52 -12.24001 rf 497.681 470.60001 11.64 -12 rf 497.681 470.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 503.5605 462.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 508.961 470.60001 12 -12.24001 rf 508.961 470.60001 11.64 -12 rf 508.961 470.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 514.84061 462.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 458.60001 96 -12.36 rf 310.121 458.60001 95.39999 -12.12 rf 310.121 458.60001 95.39999 -12.12 rf BT 6.60941 0 0 6.60941 381.7606 450.08031 Tm 0 0 0 scn 0.0127 Tc (M)Tj [30.39999 ]TJ (a)Tj [39 ]TJ (il)Tj [-18.10001 ]TJ (C)Tj [44.2 ]TJ (a)Tj [39 ]TJ (t )Tj ET 1 1 1 scn 405.881 458.60001 11.52 -12.36 rf 405.881 458.60001 11.64 -12.12 rf 405.881 458.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 411.64059 450.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 458.60001 11.88 -12.36 rf 417.161 458.60001 11.64 -12.12 rf 417.161 458.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 422.92059 450.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 458.60001 11.52 -12.36 rf 428.80099 458.60001 11.64 -12.12 rf 428.80099 458.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 434.6806 450.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 458.60001 12 -12.36 rf 440.08099 458.60001 11.64 -12.12 rf 440.08099 458.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 445.9606 450.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 458.60001 11.64 -12.36 rf 451.72099 458.60001 11.75999 -12.12 rf 451.72099 458.60001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 456.0406 450.08031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 463.00101 458.60001 12 -12.36 rf 463.00101 458.60001 11.75999 -12.12 rf 463.00101 458.60001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 467.3206 450.08031 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 474.761 458.60001 11.52 -12.36 rf 474.761 458.60001 11.64 -12.12 rf 474.761 458.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 480.5206 450.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 486.041 458.60001 11.88 -12.36 rf 486.041 458.60001 11.64 -12.12 rf 486.041 458.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 491.8006 450.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 497.681 458.60001 11.52 -12.36 rf 497.681 458.60001 11.64 -12.12 rf 497.681 458.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 503.5605 450.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 508.961 458.60001 12 -12.36 rf 508.961 458.60001 11.64 -12.12 rf 508.961 458.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 514.84061 450.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 446.48 96 -12.24001 rf 310.121 446.48 95.39999 -12 rf 310.121 446.48 95.39999 -12 rf BT 6.60941 0 0 6.60941 378.28059 437.9603 Tm 0 0 0 scn -0.0291 Tc (Re)Tj [-57.3 ]TJ (:)Tj [-41.8 ]TJ (A)Tj [39.5 ]TJ (ge)Tj [-57.3 ]TJ (nt)Tj [-41.8 ]TJ ( )Tj ET 1 1 1 scn 405.881 446.48 11.52 -12.24001 rf 405.881 446.48 11.64 -12 rf 405.881 446.48 11.64 -12 rf BT 6.60941 0 0 6.60941 411.64059 437.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 446.48 11.88 -12.24001 rf 417.161 446.48 11.64 -12 rf 417.161 446.48 11.64 -12 rf BT 6.60941 0 0 6.60941 422.92059 437.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 446.48 11.52 -12.24001 rf 428.80099 446.48 11.64 -12 rf 428.80099 446.48 11.64 -12 rf BT 6.60941 0 0 6.60941 434.6806 437.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 446.48 12 -12.24001 rf 440.08099 446.48 11.64 -12 rf 440.08099 446.48 11.64 -12 rf BT 6.60941 0 0 6.60941 445.9606 437.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 446.48 11.64 -12.24001 rf 451.72099 446.48 11.75999 -12 rf 451.72099 446.48 11.75999 -12 rf BT 6.60941 0 0 6.60941 456.0406 437.9603 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 463.00101 446.48 12 -12.24001 rf 463.00101 446.48 11.75999 -12 rf 463.00101 446.48 11.75999 -12 rf BT 6.60941 0 0 6.60941 467.3206 437.9603 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 474.761 446.48 11.52 -12.24001 rf 474.761 446.48 11.64 -12 rf 474.761 446.48 11.64 -12 rf BT 6.60941 0 0 6.60941 480.5206 437.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 486.041 446.48 11.88 -12.24001 rf 486.041 446.48 11.64 -12 rf 486.041 446.48 11.64 -12 rf BT 6.60941 0 0 6.60941 491.8006 437.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 497.681 446.48 11.52 -12.24001 rf 497.681 446.48 11.64 -12 rf 497.681 446.48 11.64 -12 rf BT 6.60941 0 0 6.60941 503.5605 437.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 508.961 446.48 12 -12.24001 rf 508.961 446.48 11.64 -12 rf 508.961 446.48 11.64 -12 rf BT 6.60941 0 0 6.60941 514.84061 437.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 434.48 96 -12 rf 310.121 434.48 95.39999 -12.12 rf 310.121 434.48 95.39999 -12.12 rf BT 6.60941 0 0 6.60941 355.2406 425.9603 Tm 0 0 0 scn -0.0139 Tc -0.00011 Tw (UCI)Tj [28.60001 ]TJ ( Gr)Tj [-25.89999 ]TJ (a)Tj [12.39999 ]TJ (n)Tj [14 ]TJ (t)Tj [-26.60001 ]TJ (L)Tj [-2.2 ]TJ (e)Tj [-42.10001 ]TJ (a)Tj [30.5 ]TJ (r)Tj [-44 ]TJ (n)Tj [14 ]TJ (e)Tj [-42.10001 ]TJ (r)Tj [-25.89999 ]TJ ( )Tj ET 1 1 1 scn 405.881 434.48 11.52 -12 rf 405.881 434.48 11.64 -12.12 rf 405.881 434.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 411.64059 425.9603 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 417.161 434.48 11.88 -12 rf 417.161 434.48 11.64 -12.12 rf 417.161 434.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 422.92059 425.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 434.48 11.52 -12 rf 428.80099 434.48 11.64 -12.12 rf 428.80099 434.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 434.6806 425.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 434.48 12 -12 rf 440.08099 434.48 11.64 -12.12 rf 440.08099 434.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 445.9606 425.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 434.48 11.64 -12 rf 451.72099 434.48 11.75999 -12.12 rf 451.72099 434.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 456.0406 425.9603 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 463.00101 434.48 12 -12 rf 463.00101 434.48 11.75999 -12.12 rf 463.00101 434.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 467.3206 425.9603 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 474.761 434.48 11.52 -12 rf 474.761 434.48 11.64 -12.12 rf 474.761 434.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 480.5206 425.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 486.041 434.48 11.88 -12 rf 486.041 434.48 11.64 -12.12 rf 486.041 434.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 490.2406 425.9603 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 497.681 434.48 11.52 -12 rf 497.681 434.48 11.64 -12.12 rf 497.681 434.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 503.5605 425.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 508.961 434.48 12 -12 rf 508.961 434.48 11.64 -12.12 rf 508.961 434.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 514.84061 425.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 422.84 96 -12.36 rf 310.121 422.84 95.39999 -12.12 rf 310.121 422.84 95.39999 -12.12 rf BT 6.60941 0 0 6.60941 379.84061 414.2003 Tm 0 0 0 scn -0.02969 Tc (But)Tj [-42.39999 ]TJ (t)Tj [-60.5 ]TJ (e)Tj [-57.89999 ]TJ (r)Tj [12.8 ]TJ (f)Tj [-41.7 ]TJ (l)Tj [-42.39999 ]TJ (y)Tj [52.7 ]TJ ( )Tj ET 1 1 1 scn 405.881 422.84 11.52 -12.36 rf 405.881 422.84 11.64 -12.12 rf 405.881 422.84 11.64 -12.12 rf BT 6.60941 0 0 6.60941 411.64059 414.2003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 422.84 11.88 -12.36 rf 417.161 422.84 11.64 -12.12 rf 417.161 422.84 11.64 -12.12 rf BT 6.60941 0 0 6.60941 422.92059 414.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 422.84 11.52 -12.36 rf 428.80099 422.84 11.64 -12.12 rf 428.80099 422.84 11.64 -12.12 rf BT 6.60941 0 0 6.60941 434.6806 414.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 422.84 12 -12.36 rf 440.08099 422.84 11.64 -12.12 rf 440.08099 422.84 11.64 -12.12 rf BT 6.60941 0 0 6.60941 445.9606 414.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 422.84 11.64 -12.36 rf 451.72099 422.84 11.75999 -12.12 rf 451.72099 422.84 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 457.6006 414.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 463.00101 422.84 12 -12.36 rf 463.00101 422.84 11.75999 -12.12 rf 463.00101 422.84 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 467.3206 414.2003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 474.761 422.84 11.52 -12.36 rf 474.761 422.84 11.64 -12.12 rf 474.761 422.84 11.64 -12.12 rf BT 6.60941 0 0 6.60941 480.5206 414.2003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 486.041 422.84 11.88 -12.36 rf 486.041 422.84 11.64 -12.12 rf 486.041 422.84 11.64 -12.12 rf BT 6.60941 0 0 6.60941 491.8006 414.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 497.681 422.84 11.52 -12.36 rf 497.681 422.84 11.64 -12.12 rf 497.681 422.84 11.64 -12.12 rf BT 6.60941 0 0 6.60941 503.5605 414.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 508.961 422.84 12 -12.36 rf 508.961 422.84 11.64 -12.12 rf 508.961 422.84 11.64 -12.12 rf BT 6.60941 0 0 6.60941 514.84061 414.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 410.72 96 -12.24001 rf 310.121 410.72 95.39999 -12 rf 310.121 410.72 95.39999 -12 rf BT 6.60941 0 0 6.60941 380.92059 402.2003 Tm 0 0 0 scn 0.0127 Tc (C)Tj [26.10001 ]TJ (ite)Tj [-15.5 ]TJ (S)Tj [96.8 ]TJ (e)Tj [-15.5 ]TJ (e)Tj [39 ]TJ (r)Tj [55.2 ]TJ ( )Tj ET 1 1 1 scn 405.881 410.72 11.52 -12.24001 rf 405.881 410.72 11.64 -12 rf 405.881 410.72 11.64 -12 rf BT 6.60941 0 0 6.60941 411.64059 402.2003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 410.72 11.88 -12.24001 rf 417.161 410.72 11.64 -12 rf 417.161 410.72 11.64 -12 rf BT 6.60941 0 0 6.60941 422.92059 402.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 410.72 11.52 -12.24001 rf 428.80099 410.72 11.64 -12 rf 428.80099 410.72 11.64 -12 rf BT 6.60941 0 0 6.60941 434.6806 402.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 410.72 12 -12.24001 rf 440.08099 410.72 11.64 -12 rf 440.08099 410.72 11.64 -12 rf BT 6.60941 0 0 6.60941 445.9606 402.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 410.72 11.64 -12.24001 rf 451.72099 410.72 11.75999 -12 rf 451.72099 410.72 11.75999 -12 rf BT 6.60941 0 0 6.60941 457.6006 402.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 463.00101 410.72 12 -12.24001 rf 463.00101 410.72 11.75999 -12 rf 463.00101 410.72 11.75999 -12 rf BT 6.60941 0 0 6.60941 467.3206 402.2003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 474.761 410.72 11.52 -12.24001 rf 474.761 410.72 11.64 -12 rf 474.761 410.72 11.64 -12 rf BT 6.60941 0 0 6.60941 480.5206 402.2003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 486.041 410.72 11.88 -12.24001 rf 486.041 410.72 11.64 -12 rf 486.041 410.72 11.64 -12 rf BT 6.60941 0 0 6.60941 491.8006 402.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 497.681 410.72 11.52 -12.24001 rf 497.681 410.72 11.64 -12 rf 497.681 410.72 11.64 -12 rf BT 6.60941 0 0 6.60941 503.5605 402.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 508.961 410.72 12 -12.24001 rf 508.961 410.72 11.64 -12 rf 508.961 410.72 11.64 -12 rf BT 6.60941 0 0 6.60941 514.84061 402.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 398.72 96 -12.36 rf 310.121 398.72 95.39999 -12.12 rf 310.121 398.72 95.39999 -12.12 rf BT 6.60941 0 0 6.60941 377.0806 390.2003 Tm 0 0 0 scn -0.0148 Tc (Gr)Tj [-26.8 ]TJ (a)Tj [11.5 ]TJ (mme)Tj [-43 ]TJ (x)Tj [13.10001 ]TJ ( )Tj ET 1 1 1 scn 405.881 398.72 11.52 -12.36 rf 405.881 398.72 11.64 -12.12 rf 405.881 398.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 411.64059 390.2003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 398.72 11.88 -12.36 rf 417.161 398.72 11.64 -12.12 rf 417.161 398.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 422.92059 390.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 398.72 11.52 -12.36 rf 428.80099 398.72 11.64 -12.12 rf 428.80099 398.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 434.6806 390.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 398.72 12 -12.36 rf 440.08099 398.72 11.64 -12.12 rf 440.08099 398.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 445.9606 390.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 398.72 11.64 -12.36 rf 451.72099 398.72 11.75999 -12.12 rf 451.72099 398.72 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 457.6006 390.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 463.00101 398.72 12 -12.36 rf 463.00101 398.72 11.75999 -12.12 rf 463.00101 398.72 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 468.8806 390.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 474.761 398.72 11.52 -12.36 rf 474.761 398.72 11.64 -12.12 rf 474.761 398.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 478.9606 390.2003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 486.041 398.72 11.88 -12.36 rf 486.041 398.72 11.64 -12.12 rf 486.041 398.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 491.8006 390.2003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 497.681 398.72 11.52 -12.36 rf 497.681 398.72 11.64 -12.12 rf 497.681 398.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 503.5605 390.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 508.961 398.72 12 -12.36 rf 508.961 398.72 11.64 -12.12 rf 508.961 398.72 11.64 -12.12 rf BT 6.60941 0 0 6.60941 514.84061 390.2003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 386.60001 96 -12.24001 rf 310.121 386.60001 95.39999 -12 rf 310.121 386.60001 95.39999 -12 rf BT 6.60941 0 0 6.60941 329.56059 378.08031 Tm 0 0 0 scn -0.02769 Tc 0.0137 Tw (M)Tj [-28.2 ]TJ (e)Tj [-55.89999 ]TJ (et)Tj [-40.39999 ]TJ (i)Tj [-40.39999 ]TJ (ng s)Tj [-56.10001 ]TJ (c)Tj [-55.89999 ]TJ (h)Tj [72.89999 ]TJ (e)Tj [-55.89999 ]TJ (dul)Tj [-40.39999 ]TJ (e)Tj [-55.89999 ]TJ (r)Tj [-57.8 ]TJ ( )Tj [72.60001 ]TJ (\()Tj [-57.8 ]TJ (H)Tj [-13.60001 ]TJ (a)Tj [16.7 ]TJ (yne)Tj [-55.89999 ]TJ (s)Tj [-56.10001 ]TJ (\))Tj [14.8 ]TJ ( )Tj ET 1 1 1 scn 405.881 386.60001 11.52 -12.24001 rf 405.881 386.60001 11.64 -12 rf 405.881 386.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 411.64059 378.08031 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 417.161 386.60001 11.88 -12.24001 rf 417.161 386.60001 11.64 -12 rf 417.161 386.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 422.92059 378.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 386.60001 11.52 -12.24001 rf 428.80099 386.60001 11.64 -12 rf 428.80099 386.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 434.6806 378.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 386.60001 12 -12.24001 rf 440.08099 386.60001 11.64 -12 rf 440.08099 386.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 445.9606 378.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 386.60001 11.64 -12.24001 rf 451.72099 386.60001 11.75999 -12 rf 451.72099 386.60001 11.75999 -12 rf BT 6.60941 0 0 6.60941 457.6006 378.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 463.00101 386.60001 12 -12.24001 rf 463.00101 386.60001 11.75999 -12 rf 463.00101 386.60001 11.75999 -12 rf BT 6.60941 0 0 6.60941 468.8806 378.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 474.761 386.60001 11.52 -12.24001 rf 474.761 386.60001 11.64 -12 rf 474.761 386.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 478.9606 378.08031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 486.041 386.60001 11.88 -12.24001 rf 486.041 386.60001 11.64 -12 rf 486.041 386.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 491.8006 378.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 497.681 386.60001 11.52 -12.24001 rf 497.681 386.60001 11.64 -12 rf 497.681 386.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 503.5605 378.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 508.961 386.60001 12 -12.24001 rf 508.961 386.60001 11.64 -12 rf 508.961 386.60001 11.64 -12 rf BT 6.60941 0 0 6.60941 514.84061 378.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 374.60001 96 -12.36 rf 310.121 374.60001 95.39999 -12.12 rf 310.121 374.60001 95.39999 -12.12 rf BT 6.60941 0 0 6.60941 377.4406 366.08031 Tm 0 0 0 scn -0.02789 Tc (M)Tj [-28.39999 ]TJ (o)Tj [-54.39999 ]TJ (ndr)Tj [-39.89999 ]TJ (i)Tj [-40.60001 ]TJ (a)Tj [-1.60001 ]TJ (n )Tj ET 1 1 1 scn 405.881 374.60001 11.52 -12.36 rf 405.881 374.60001 11.64 -12.12 rf 405.881 374.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 411.64059 366.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 374.60001 11.88 -12.36 rf 417.161 374.60001 11.64 -12.12 rf 417.161 374.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 422.92059 366.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 374.60001 11.52 -12.36 rf 428.80099 374.60001 11.64 -12.12 rf 428.80099 374.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 434.6806 366.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 374.60001 12 -12.36 rf 440.08099 374.60001 11.64 -12.12 rf 440.08099 374.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 445.9606 366.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 374.60001 11.64 -12.36 rf 451.72099 374.60001 11.75999 -12.12 rf 451.72099 374.60001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 457.6006 366.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 463.00101 374.60001 12 -12.36 rf 463.00101 374.60001 11.75999 -12.12 rf 463.00101 374.60001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 468.8806 366.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 474.761 374.60001 11.52 -12.36 rf 474.761 374.60001 11.64 -12.12 rf 474.761 374.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 478.9606 366.08031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 486.041 374.60001 11.88 -12.36 rf 486.041 374.60001 11.64 -12.12 rf 486.041 374.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 491.8006 366.08031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 497.681 374.60001 11.52 -12.36 rf 497.681 374.60001 11.64 -12.12 rf 497.681 374.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 503.5605 366.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 508.961 374.60001 12 -12.36 rf 508.961 374.60001 11.64 -12.12 rf 508.961 374.60001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 514.84061 366.08031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 362.48 96 -11.88 rf 310.121 362.48 95.39999 -12 rf 310.121 362.48 95.39999 -12 rf BT 6.60941 0 0 6.60941 384.0406 353.9603 Tm 0 0 0 scn -0.0296 Tc (So)Tj [-74.3 ]TJ (f)Tj [-41.60001 ]TJ (t)Tj [-42.3 ]TJ (b)Tj [52.8 ]TJ (o)Tj [-56.10001 ]TJ (t)Tj [12.2 ]TJ ( )Tj ET 1 1 1 scn 405.881 362.48 11.52 -11.88 rf 405.881 362.48 11.64 -12 rf 405.881 362.48 11.64 -12 rf BT 6.60941 0 0 6.60941 411.64059 353.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 362.48 11.88 -11.88 rf 417.161 362.48 11.64 -12 rf 417.161 362.48 11.64 -12 rf BT 6.60941 0 0 6.60941 422.92059 353.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 362.48 11.52 -11.88 rf 428.80099 362.48 11.64 -12 rf 428.80099 362.48 11.64 -12 rf BT 6.60941 0 0 6.60941 434.6806 353.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 362.48 12 -11.88 rf 440.08099 362.48 11.64 -12 rf 440.08099 362.48 11.64 -12 rf BT 6.60941 0 0 6.60941 445.9606 353.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 362.48 11.64 -11.88 rf 451.72099 362.48 11.75999 -12 rf 451.72099 362.48 11.75999 -12 rf BT 6.60941 0 0 6.60941 457.6006 353.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 463.00101 362.48 12 -11.88 rf 463.00101 362.48 11.75999 -12 rf 463.00101 362.48 11.75999 -12 rf BT 6.60941 0 0 6.60941 468.8806 353.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 474.761 362.48 11.52 -11.88 rf 474.761 362.48 11.64 -12 rf 474.761 362.48 11.64 -12 rf BT 6.60941 0 0 6.60941 478.9606 353.9603 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 486.041 362.48 11.88 -11.88 rf 486.041 362.48 11.64 -12 rf 486.041 362.48 11.64 -12 rf BT 6.60941 0 0 6.60941 491.8006 353.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 497.681 362.48 11.52 -11.88 rf 497.681 362.48 11.64 -12 rf 497.681 362.48 11.64 -12 rf BT 6.60941 0 0 6.60941 503.5605 353.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 508.961 362.48 12 -11.88 rf 508.961 362.48 11.64 -12 rf 508.961 362.48 11.64 -12 rf BT 6.60941 0 0 6.60941 514.84061 353.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 310.121 350.84 96 -12.24001 rf 310.121 350.84 95.39999 -12 rf 310.121 350.84 95.39999 -12 rf BT 6.60941 0 0 6.60941 384.4006 342.3203 Tm 0 0 0 scn -0.0128 Tc (SAI)Tj [29.7 ]TJ (R)Tj [18.7 ]TJ (E)Tj [-55.60001 ]TJ ( )Tj ET 1 1 1 scn 405.881 350.84 11.52 -12.24001 rf 405.881 350.84 11.64 -12 rf 405.881 350.84 11.64 -12 rf BT 6.60941 0 0 6.60941 411.64059 342.3203 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 417.161 350.84 11.88 -12.24001 rf 417.161 350.84 11.64 -12 rf 417.161 350.84 11.64 -12 rf BT 6.60941 0 0 6.60941 422.92059 342.3203 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 428.80099 350.84 11.52 -12.24001 rf 428.80099 350.84 11.64 -12 rf 428.80099 350.84 11.64 -12 rf BT 6.60941 0 0 6.60941 434.6806 342.3203 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 440.08099 350.84 12 -12.24001 rf 440.08099 350.84 11.64 -12 rf 440.08099 350.84 11.64 -12 rf BT 6.60941 0 0 6.60941 445.9606 342.3203 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 451.72099 350.84 11.64 -12.24001 rf 451.72099 350.84 11.75999 -12 rf 451.72099 350.84 11.75999 -12 rf BT 6.60941 0 0 6.60941 457.6006 342.3203 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 463.00101 350.84 12 -12.24001 rf 463.00101 350.84 11.75999 -12 rf 463.00101 350.84 11.75999 -12 rf BT 6.60941 0 0 6.60941 468.8806 342.3203 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 474.761 350.84 11.52 -12.24001 rf 474.761 350.84 11.64 -12 rf 474.761 350.84 11.64 -12 rf BT 6.60941 0 0 6.60941 480.5206 342.3203 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 486.041 350.84 11.88 -12.24001 rf 486.041 350.84 11.64 -12 rf 486.041 350.84 11.64 -12 rf BT 6.60941 0 0 6.60941 491.8006 342.3203 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 497.681 350.84 11.52 -12.24001 rf 497.681 350.84 11.64 -12 rf 497.681 350.84 11.64 -12 rf BT 6.60941 0 0 6.60941 502.0005 342.3203 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 508.961 350.84 12 -12.24001 rf 508.961 350.84 11.64 -12 rf 508.961 350.84 11.64 -12 rf BT 6.60941 0 0 6.60941 513.28059 342.3203 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 89.92101 625.75999 95.64 -11.88 rf 89.92101 625.75999 95.28 -12 rf 89.92101 625.75999 95.28 -12 rf BT 6.60941 0 0 6.60941 170.0806 617.2403 Tm 0 0 0 scn -0.0685 Tc (AC)Tj [-109.60001 ]TJ (T)Tj [-38.7 ]TJ ( )Tj ET 1 1 1 scn 185.201 625.75999 11.64 -11.88 rf 185.201 625.75999 11.75999 -12 rf 185.201 625.75999 11.75999 -12 rf BT 6.60941 0 0 6.60941 189.5206 617.2403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 196.481 625.75999 12 -11.88 rf 196.481 625.75999 11.75999 -12 rf 196.481 625.75999 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 617.2403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 208.241 625.75999 11.52 -11.88 rf 208.241 625.75999 11.64 -12 rf 208.241 625.75999 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 617.2403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 625.75999 11.88 -11.88 rf 219.521 625.75999 11.64 -12 rf 219.521 625.75999 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 617.2403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 625.75999 11.52 -11.88 rf 231.161 625.75999 11.64 -12 rf 231.161 625.75999 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 617.2403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 625.75999 12 -11.88 rf 242.44099 625.75999 11.64 -12 rf 242.44099 625.75999 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 617.2403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 625.75999 11.64 -11.88 rf 254.08099 625.75999 11.75999 -12 rf 254.08099 625.75999 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 617.2403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 625.75999 12 -11.88 rf 265.36099 625.75999 11.75999 -12 rf 265.36099 625.75999 11.75999 -12 rf BT 6.60941 0 0 6.60941 269.6806 617.2403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 625.75999 11.52 -11.88 rf 277.121 625.75999 11.64 -12 rf 277.121 625.75999 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 617.2403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 625.75999 11.88 -11.88 rf 288.401 625.75999 11.64 -12 rf 288.401 625.75999 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 617.2403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 614.12 95.64 -12.36 rf 89.92101 614.12 95.28 -12.12 rf 89.92101 614.12 95.28 -12.12 rf BT 6.60941 0 0 6.60941 163.48061 605.6003 Tm 0 0 0 scn -0.0685 Tc (AL)Tj [-93.10001 ]TJ (I)Tj [-98.60001 ]TJ (V)Tj [18.2 ]TJ (E)Tj [-111.3 ]TJ ( )Tj ET 1 1 1 scn 185.201 614.12 11.64 -12.36 rf 185.201 614.12 11.75999 -12.12 rf 185.201 614.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 189.5206 605.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 196.481 614.12 12 -12.36 rf 196.481 614.12 11.75999 -12.12 rf 196.481 614.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 202.3606 605.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 208.241 614.12 11.52 -12.36 rf 208.241 614.12 11.64 -12.12 rf 208.241 614.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 605.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 614.12 11.88 -12.36 rf 219.521 614.12 11.64 -12.12 rf 219.521 614.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 225.28059 605.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 231.161 614.12 11.52 -12.36 rf 231.161 614.12 11.64 -12.12 rf 231.161 614.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 237.0406 605.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 242.44099 614.12 12 -12.36 rf 242.44099 614.12 11.64 -12.12 rf 242.44099 614.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 605.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 614.12 11.64 -12.36 rf 254.08099 614.12 11.75999 -12.12 rf 254.08099 614.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 605.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 614.12 12 -12.36 rf 265.36099 614.12 11.75999 -12.12 rf 265.36099 614.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 271.2406 605.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 277.121 614.12 11.52 -12.36 rf 277.121 614.12 11.64 -12.12 rf 277.121 614.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 605.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 614.12 11.88 -12.36 rf 288.401 614.12 11.64 -12.12 rf 288.401 614.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 605.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 602 95.64 -12.24001 rf 89.92101 602 95.28 -12 rf 89.92101 602 95.28 -12 rf BT 6.60941 0 0 6.60941 160.3606 593.4803 Tm 0 0 0 scn -0.0134 Tc (Ca)Tj [31 ]TJ (t)Tj [-26.10001 ]TJ (h)Tj [14.5 ]TJ (e)Tj [-41.60001 ]TJ (x)Tj [14.5 ]TJ (i)Tj [-44.2 ]TJ (s)Tj [30.8 ]TJ ( )Tj ET 1 1 1 scn 185.201 602 11.64 -12.24001 rf 185.201 602 11.75999 -12 rf 185.201 602 11.75999 -12 rf BT 6.60941 0 0 6.60941 189.5206 593.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 196.481 602 12 -12.24001 rf 196.481 602 11.75999 -12 rf 196.481 602 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 593.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 208.241 602 11.52 -12.24001 rf 208.241 602 11.64 -12 rf 208.241 602 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 593.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 602 11.88 -12.24001 rf 219.521 602 11.64 -12 rf 219.521 602 11.64 -12 rf BT 6.60941 0 0 6.60941 225.28059 593.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 231.161 602 11.52 -12.24001 rf 231.161 602 11.64 -12 rf 231.161 602 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 593.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 242.44099 602 12 -12.24001 rf 242.44099 602 11.64 -12 rf 242.44099 602 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 593.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 602 11.64 -12.24001 rf 254.08099 602 11.75999 -12 rf 254.08099 602 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 593.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 602 12 -12.24001 rf 265.36099 602 11.75999 -12 rf 265.36099 602 11.75999 -12 rf BT 6.60941 0 0 6.60941 271.2406 593.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 277.121 602 11.52 -12.24001 rf 277.121 602 11.64 -12 rf 277.121 602 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 593.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 602 11.88 -12.24001 rf 288.401 602 11.64 -12 rf 288.401 602 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 593.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 590 95.64 -12.36 rf 89.92101 590 95.28 -12 rf 89.92101 590 95.28 -12 rf BT 6.60941 0 0 6.60941 170.4406 581.4803 Tm 0 0 0 scn -0.0134 Tc (CA)Tj [55.10001 ]TJ (P)Tj [-38.2 ]TJ ( )Tj ET 1 1 1 scn 185.201 590 11.64 -12.36 rf 185.201 590 11.75999 -12 rf 185.201 590 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 581.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 590 12 -12.36 rf 196.481 590 11.75999 -12 rf 196.481 590 11.75999 -12 rf BT 6.60941 0 0 6.60941 200.8006 581.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 208.241 590 11.52 -12.36 rf 208.241 590 11.64 -12 rf 208.241 590 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 581.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 219.521 590 11.88 -12.36 rf 219.521 590 11.64 -12 rf 219.521 590 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 581.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 590 11.52 -12.36 rf 231.161 590 11.64 -12 rf 231.161 590 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 581.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 590 12 -12.36 rf 242.44099 590 11.64 -12 rf 242.44099 590 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 581.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 590 11.64 -12.36 rf 254.08099 590 11.75999 -12 rf 254.08099 590 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 581.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 590 12 -12.36 rf 265.36099 590 11.75999 -12 rf 265.36099 590 11.75999 -12 rf BT 6.60941 0 0 6.60941 269.6806 581.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 590 11.52 -12.36 rf 277.121 590 11.64 -12 rf 277.121 590 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 581.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 590 11.88 -12.36 rf 288.401 590 11.64 -12 rf 288.401 590 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 581.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 578 95.64 -12.36 rf 89.92101 578 95.28 -12.12 rf 89.92101 578 95.28 -12.12 rf BT 6.60941 0 0 6.60941 147.8806 569.3604 Tm 0 0 0 scn -0.0127 Tc (COL)Tj [17.10001 ]TJ (L)Tj [-55.5 ]TJ (A)Tj [74 ]TJ (G)Tj [1.39999 ]TJ (EN)Tj [-53.10001 ]TJ ( )Tj ET 1 1 1 scn 185.201 578 11.64 -12.36 rf 185.201 578 11.75999 -12.12 rf 185.201 578 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 569.3604 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 578 12 -12.36 rf 196.481 578 11.75999 -12.12 rf 196.481 578 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 200.8006 569.3604 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 208.241 578 11.52 -12.36 rf 208.241 578 11.64 -12.12 rf 208.241 578 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 569.3604 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 219.521 578 11.88 -12.36 rf 219.521 578 11.64 -12.12 rf 219.521 578 11.64 -12.12 rf BT 6.60941 0 0 6.60941 225.28059 569.3604 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 231.161 578 11.52 -12.36 rf 231.161 578 11.64 -12.12 rf 231.161 578 11.64 -12.12 rf BT 6.60941 0 0 6.60941 237.0406 569.3604 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 242.44099 578 12 -12.36 rf 242.44099 578 11.64 -12.12 rf 242.44099 578 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 569.3604 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 578 11.64 -12.36 rf 254.08099 578 11.75999 -12.12 rf 254.08099 578 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 569.3604 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 578 12 -12.36 rf 265.36099 578 11.75999 -12.12 rf 265.36099 578 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 271.2406 569.3604 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 277.121 578 11.52 -12.36 rf 277.121 578 11.64 -12.12 rf 277.121 578 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 569.3604 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 578 11.88 -12.36 rf 288.401 578 11.64 -12.12 rf 288.401 578 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 569.3604 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 565.88 95.64 -12.36 rf 89.92101 565.88 95.28 -12 rf 89.92101 565.88 95.28 -12 rf BT 6.60941 0 0 6.60941 156.0406 557.3604 Tm 0 0 0 scn -0.02631 Tc (D)Tj [-12.2 ]TJ (o)Tj [-52.8 ]TJ (-)Tj [-56.39999 ]TJ (I)Tj [16.2 ]TJ (-)Tj [-38.3 ]TJ (C)Tj [-12.89999 ]TJ (ar)Tj [-38.3 ]TJ (e )Tj ET 1 1 1 scn 185.201 565.88 11.64 -12.36 rf 185.201 565.88 11.75999 -12 rf 185.201 565.88 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 557.3604 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 565.88 12 -12.36 rf 196.481 565.88 11.75999 -12 rf 196.481 565.88 11.75999 -12 rf BT 6.60941 0 0 6.60941 200.8006 557.3604 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 208.241 565.88 11.52 -12.36 rf 208.241 565.88 11.64 -12 rf 208.241 565.88 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 557.3604 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 219.521 565.88 11.88 -12.36 rf 219.521 565.88 11.64 -12 rf 219.521 565.88 11.64 -12 rf BT 6.60941 0 0 6.60941 225.28059 557.3604 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 231.161 565.88 11.52 -12.36 rf 231.161 565.88 11.64 -12 rf 231.161 565.88 11.64 -12 rf BT 6.60941 0 0 6.60941 235.48061 557.3604 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 242.44099 565.88 12 -12.36 rf 242.44099 565.88 11.64 -12 rf 242.44099 565.88 11.64 -12 rf BT 6.60941 0 0 6.60941 246.7606 557.3604 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 254.08099 565.88 11.64 -12.36 rf 254.08099 565.88 11.75999 -12 rf 254.08099 565.88 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 557.3604 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 265.36099 565.88 12 -12.36 rf 265.36099 565.88 11.75999 -12 rf 265.36099 565.88 11.75999 -12 rf BT 6.60941 0 0 6.60941 271.2406 557.3604 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 277.121 565.88 11.52 -12.36 rf 277.121 565.88 11.64 -12 rf 277.121 565.88 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 557.3604 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 565.88 11.88 -12.36 rf 288.401 565.88 11.64 -12 rf 288.401 565.88 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 557.3604 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 553.88 95.64 -12 rf 89.92101 553.88 95.28 -12.12 rf 89.92101 553.88 95.28 -12.12 rf BT 6.60941 0 0 6.60941 148.7206 545.2404 Tm 0 0 0 scn -0.0282 Tc (Expe)Tj [-56.39999 ]TJ (r)Tj [-40.2 ]TJ (t)Tj [-40.89999 ]TJ (F)Tj [-16.7 ]TJ (i)Tj [-40.89999 ]TJ (nde)Tj [-56.39999 ]TJ (r)Tj [14.3 ]TJ ( )Tj ET 1 1 1 scn 185.201 553.88 11.64 -12 rf 185.201 553.88 11.75999 -12.12 rf 185.201 553.88 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 545.2404 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 553.88 12 -12 rf 196.481 553.88 11.75999 -12.12 rf 196.481 553.88 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 200.8006 545.2404 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 208.241 553.88 11.52 -12 rf 208.241 553.88 11.64 -12.12 rf 208.241 553.88 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 545.2404 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 219.521 553.88 11.88 -12 rf 219.521 553.88 11.64 -12.12 rf 219.521 553.88 11.64 -12.12 rf BT 6.60941 0 0 6.60941 223.7206 545.2404 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 553.88 11.52 -12 rf 231.161 553.88 11.64 -12.12 rf 231.161 553.88 11.64 -12.12 rf BT 6.60941 0 0 6.60941 237.0406 545.2404 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 553.88 12 -12 rf 242.44099 553.88 11.64 -12.12 rf 242.44099 553.88 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 545.2404 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 553.88 11.64 -12 rf 254.08099 553.88 11.75999 -12.12 rf 254.08099 553.88 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 545.2404 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 553.88 12 -12 rf 265.36099 553.88 11.75999 -12.12 rf 265.36099 553.88 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 269.6806 545.2404 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 553.88 11.52 -12 rf 277.121 553.88 11.64 -12.12 rf 277.121 553.88 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 545.2404 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 553.88 11.88 -12 rf 288.401 553.88 11.64 -12.12 rf 288.401 553.88 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 545.2404 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 542.12 95.64 -12.24001 rf 89.92101 542.12 95.28 -12 rf 89.92101 542.12 95.28 -12 rf BT 6.60941 0 0 6.60941 163.48061 533.6003 Tm 0 0 0 scn -0.0141 Tc (Ka)Tj [30.3 ]TJ (s)Tj [-42.5 ]TJ (b)Tj [13.8 ]TJ (a)Tj [12.2 ]TJ (h)Tj [-40.60001 ]TJ ( )Tj ET 1 1 1 scn 185.201 542.12 11.64 -12.24001 rf 185.201 542.12 11.75999 -12 rf 185.201 542.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 533.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 542.12 12 -12.24001 rf 196.481 542.12 11.75999 -12 rf 196.481 542.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 200.8006 533.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 208.241 542.12 11.52 -12.24001 rf 208.241 542.12 11.64 -12 rf 208.241 542.12 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 533.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 219.521 542.12 11.88 -12.24001 rf 219.521 542.12 11.64 -12 rf 219.521 542.12 11.64 -12 rf BT 6.60941 0 0 6.60941 225.28059 533.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 231.161 542.12 11.52 -12.24001 rf 231.161 542.12 11.64 -12 rf 231.161 542.12 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 533.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 242.44099 542.12 12 -12.24001 rf 242.44099 542.12 11.64 -12 rf 242.44099 542.12 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 533.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 542.12 11.64 -12.24001 rf 254.08099 542.12 11.75999 -12 rf 254.08099 542.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 258.4006 533.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 265.36099 542.12 12 -12.24001 rf 265.36099 542.12 11.75999 -12 rf 265.36099 542.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 271.2406 533.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 277.121 542.12 11.52 -12.24001 rf 277.121 542.12 11.64 -12 rf 277.121 542.12 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 533.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 542.12 11.88 -12.24001 rf 288.401 542.12 11.64 -12 rf 288.401 542.12 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 533.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 530.12 95.64 -12.36 rf 89.92101 530.12 95.28 -12 rf 89.92101 530.12 95.28 -12 rf BT 6.60941 0 0 6.60941 161.56059 521.6003 Tm 0 0 0 scn -0.01649 Tc (Ma)Tj [9.8 ]TJ (x)Tj [11.39999 ]TJ (i)Tj [-29.2 ]TJ (ms)Tj [-44.89999 ]TJ ( )Tj ET 1 1 1 scn 185.201 530.12 11.64 -12.36 rf 185.201 530.12 11.75999 -12 rf 185.201 530.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 521.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 530.12 12 -12.36 rf 196.481 530.12 11.75999 -12 rf 196.481 530.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 200.8006 521.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 208.241 530.12 11.52 -12.36 rf 208.241 530.12 11.64 -12 rf 208.241 530.12 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 521.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 219.521 530.12 11.88 -12.36 rf 219.521 530.12 11.64 -12 rf 219.521 530.12 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 521.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 530.12 11.52 -12.36 rf 231.161 530.12 11.64 -12 rf 231.161 530.12 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 521.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 530.12 12 -12.36 rf 242.44099 530.12 11.64 -12 rf 242.44099 530.12 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 521.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 530.12 11.64 -12.36 rf 254.08099 530.12 11.75999 -12 rf 254.08099 530.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 258.4006 521.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 265.36099 530.12 12 -12.36 rf 265.36099 530.12 11.75999 -12 rf 265.36099 530.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 269.6806 521.6003 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 277.121 530.12 11.52 -12.36 rf 277.121 530.12 11.64 -12 rf 277.121 530.12 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 521.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 530.12 11.88 -12.36 rf 288.401 530.12 11.64 -12 rf 288.401 530.12 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 521.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 518.12 95.64 -12.36 rf 89.92101 518.12 95.28 -12.12 rf 89.92101 518.12 95.28 -12.12 rf BT 6.60941 0 0 6.60941 95.8006 509.4803 Tm 0 0 0 scn -0.0275 Tc 0.0135 Tw (M)Tj [-9.8 ]TJ (e)Tj [-55.7 ]TJ (et)Tj [-40.2 ]TJ (i)Tj [-40.2 ]TJ (ng s)Tj [-55.89999 ]TJ (c)Tj [-55.7 ]TJ (h)Tj [54.89999 ]TJ (e)Tj [-37.60001 ]TJ (dul)Tj [-58.3 ]TJ (i)Tj [-40.2 ]TJ (ng a)Tj [16.89999 ]TJ (g)Tj [0.39999 ]TJ (e)Tj [-55.7 ]TJ (n)Tj [0.39999 ]TJ (t)Tj [-40.2 ]TJ ( \()Tj [-57.60001 ]TJ (M)Tj [-9.8 ]TJ (ae)Tj [-55.7 ]TJ (s)Tj [-55.89999 ]TJ (\))Tj [15 ]TJ ( )Tj ET 1 1 1 scn 185.201 518.12 11.64 -12.36 rf 185.201 518.12 11.75999 -12.12 rf 185.201 518.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 509.4803 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 196.481 518.12 12 -12.36 rf 196.481 518.12 11.75999 -12.12 rf 196.481 518.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 200.8006 509.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 208.241 518.12 11.52 -12.36 rf 208.241 518.12 11.64 -12.12 rf 208.241 518.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 509.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 219.521 518.12 11.88 -12.36 rf 219.521 518.12 11.64 -12.12 rf 219.521 518.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 223.7206 509.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 518.12 11.52 -12.36 rf 231.161 518.12 11.64 -12.12 rf 231.161 518.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 235.48061 509.4803 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 242.44099 518.12 12 -12.36 rf 242.44099 518.12 11.64 -12.12 rf 242.44099 518.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 509.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 254.08099 518.12 11.64 -12.36 rf 254.08099 518.12 11.75999 -12.12 rf 254.08099 518.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 509.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 518.12 12 -12.36 rf 265.36099 518.12 11.75999 -12.12 rf 265.36099 518.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 269.6806 509.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 518.12 11.52 -12.36 rf 277.121 518.12 11.64 -12.12 rf 277.121 518.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 509.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 518.12 11.88 -12.36 rf 288.401 518.12 11.64 -12.12 rf 288.401 518.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 509.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 506 95.64 -12.36 rf 89.92101 506 95.28 -12 rf 89.92101 506 95.28 -12 rf BT 6.60941 0 0 6.60941 163.12061 497.4803 Tm 0 0 0 scn -0.0296 Tc (Sa)Tj [14.8 ]TJ (r)Tj [-59.7 ]TJ (d)Tj [-1.7 ]TJ (i)Tj [-42.3 ]TJ (n)Tj [-1.7 ]TJ (e)Tj [-57.8 ]TJ ( )Tj ET 1 1 1 scn 185.201 506 11.64 -12.36 rf 185.201 506 11.75999 -12 rf 185.201 506 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 497.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 506 12 -12.36 rf 196.481 506 11.75999 -12 rf 196.481 506 11.75999 -12 rf BT 6.60941 0 0 6.60941 200.8006 497.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 208.241 506 11.52 -12.36 rf 208.241 506 11.64 -12 rf 208.241 506 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 497.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 219.521 506 11.88 -12.36 rf 219.521 506 11.64 -12 rf 219.521 506 11.64 -12 rf BT 6.60941 0 0 6.60941 225.28059 497.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 231.161 506 11.52 -12.36 rf 231.161 506 11.64 -12 rf 231.161 506 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 497.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 242.44099 506 12 -12.36 rf 242.44099 506 11.64 -12 rf 242.44099 506 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 497.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 506 11.64 -12.36 rf 254.08099 506 11.75999 -12 rf 254.08099 506 11.75999 -12 rf BT 6.60941 0 0 6.60941 258.4006 497.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 265.36099 506 12 -12.36 rf 265.36099 506 11.75999 -12 rf 265.36099 506 11.75999 -12 rf BT 6.60941 0 0 6.60941 271.2406 497.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 277.121 506 11.52 -12.36 rf 277.121 506 11.64 -12 rf 277.121 506 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 497.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 506 11.88 -12.36 rf 288.401 506 11.64 -12 rf 288.401 506 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 497.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 494 95.64 -12.36 rf 89.92101 494 95.28 -12.12 rf 89.92101 494 95.28 -12.12 rf BT 6.60941 0 0 6.60941 167.3206 485.36031 Tm 0 0 0 scn -0.0686 Tc (Ye)Tj [-96.8 ]TJ (n)Tj [-40.7 ]TJ (t)Tj [-81.3 ]TJ (a)Tj [-96.8 ]TJ ( )Tj ET 1 1 1 scn 185.201 494 11.64 -12.36 rf 185.201 494 11.75999 -12.12 rf 185.201 494 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 485.36031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 494 12 -12.36 rf 196.481 494 11.75999 -12.12 rf 196.481 494 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 200.8006 485.36031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 208.241 494 11.52 -12.36 rf 208.241 494 11.64 -12.12 rf 208.241 494 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 485.36031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 219.521 494 11.88 -12.36 rf 219.521 494 11.64 -12.12 rf 219.521 494 11.64 -12.12 rf BT 6.60941 0 0 6.60941 225.28059 485.36031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 231.161 494 11.52 -12.36 rf 231.161 494 11.64 -12.12 rf 231.161 494 11.64 -12.12 rf BT 6.60941 0 0 6.60941 237.0406 485.36031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 242.44099 494 12 -12.36 rf 242.44099 494 11.64 -12.12 rf 242.44099 494 11.64 -12.12 rf BT 6.60941 0 0 6.60941 246.7606 485.36031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 254.08099 494 11.64 -12.36 rf 254.08099 494 11.75999 -12.12 rf 254.08099 494 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 485.36031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 265.36099 494 12 -12.36 rf 265.36099 494 11.75999 -12.12 rf 265.36099 494 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 271.2406 485.36031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 277.121 494 11.52 -12.36 rf 277.121 494 11.64 -12.12 rf 277.121 494 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 485.36031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 494 11.88 -12.36 rf 288.401 494 11.64 -12.12 rf 288.401 494 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 485.36031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 481.88 95.64 -11.88 rf 89.92101 481.88 95.28 -12 rf 89.92101 481.88 95.28 -12 rf BT 6.60941 0 0 6.60941 153.7606 473.36031 Tm 0 0 0 scn -0.02789 Tc (G)Tj [-13.8 ]TJ (r)Tj [-39.89999 ]TJ (o)Tj [-54.39999 ]TJ (upL)Tj [-16.2 ]TJ (e)Tj [-56.10001 ]TJ (n)Tj [0 ]TJ (s)Tj [16.3 ]TJ ( )Tj ET 1 1 1 scn 185.201 481.88 11.64 -11.88 rf 185.201 481.88 11.75999 -12 rf 185.201 481.88 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 473.36031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 481.88 12 -11.88 rf 196.481 481.88 11.75999 -12 rf 196.481 481.88 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 473.36031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 481.88 11.52 -11.88 rf 208.241 481.88 11.64 -12 rf 208.241 481.88 11.64 -12 rf BT 6.60941 0 0 6.60941 212.4406 473.36031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 219.521 481.88 11.88 -11.88 rf 219.521 481.88 11.64 -12 rf 219.521 481.88 11.64 -12 rf BT 6.60941 0 0 6.60941 225.28059 473.36031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 231.161 481.88 11.52 -11.88 rf 231.161 481.88 11.64 -12 rf 231.161 481.88 11.64 -12 rf BT 6.60941 0 0 6.60941 235.48061 473.36031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 242.44099 481.88 12 -11.88 rf 242.44099 481.88 11.64 -12 rf 242.44099 481.88 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 473.36031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 254.08099 481.88 11.64 -11.88 rf 254.08099 481.88 11.75999 -12 rf 254.08099 481.88 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 473.36031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 481.88 12 -11.88 rf 265.36099 481.88 11.75999 -12 rf 265.36099 481.88 11.75999 -12 rf BT 6.60941 0 0 6.60941 271.2406 473.36031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 277.121 481.88 11.52 -11.88 rf 277.121 481.88 11.64 -12 rf 277.121 481.88 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 473.36031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 481.88 11.88 -11.88 rf 288.401 481.88 11.64 -12 rf 288.401 481.88 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 473.36031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 470.24001 95.64 -12.36 rf 89.92101 470.24001 95.28 -12 rf 89.92101 470.24001 95.28 -12 rf BT 6.60941 0 0 6.60941 156.8806 461.72031 Tm 0 0 0 scn -0.0141 Tc (P)Tj [-38.89999 ]TJ (HOA)Tj [54.39999 ]TJ (KS)Tj [-38.89999 ]TJ ( )Tj ET 1 1 1 scn 185.201 470.24001 11.64 -12.36 rf 185.201 470.24001 11.75999 -12 rf 185.201 470.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 461.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 470.24001 12 -12.36 rf 196.481 470.24001 11.75999 -12 rf 196.481 470.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 461.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 470.24001 11.52 -12.36 rf 208.241 470.24001 11.64 -12 rf 208.241 470.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 212.4406 461.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 219.521 470.24001 11.88 -12.36 rf 219.521 470.24001 11.64 -12 rf 219.521 470.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 461.72031 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 231.161 470.24001 11.52 -12.36 rf 231.161 470.24001 11.64 -12 rf 231.161 470.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 461.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 470.24001 12 -12.36 rf 242.44099 470.24001 11.64 -12 rf 242.44099 470.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 461.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 470.24001 11.64 -12.36 rf 254.08099 470.24001 11.75999 -12 rf 254.08099 470.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 461.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 470.24001 12 -12.36 rf 265.36099 470.24001 11.75999 -12 rf 265.36099 470.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 271.2406 461.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 277.121 470.24001 11.52 -12.36 rf 277.121 470.24001 11.64 -12 rf 277.121 470.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 461.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 470.24001 11.88 -12.36 rf 288.401 470.24001 11.64 -12 rf 288.401 470.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 461.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 458.24001 95.64 -12.36 rf 89.92101 458.24001 95.28 -12.12 rf 89.92101 458.24001 95.28 -12.12 rf BT 6.60941 0 0 6.60941 166.9606 449.6003 Tm 0 0 0 scn -0.02789 Tc (R)Tj [-14.5 ]TJ (i)Tj [-40.60001 ]TJ (ngo)Tj [-54.39999 ]TJ ( )Tj ET 1 1 1 scn 185.201 458.24001 11.64 -12.36 rf 185.201 458.24001 11.75999 -12.12 rf 185.201 458.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 449.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 458.24001 12 -12.36 rf 196.481 458.24001 11.75999 -12.12 rf 196.481 458.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 202.3606 449.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 458.24001 11.52 -12.36 rf 208.241 458.24001 11.64 -12.12 rf 208.241 458.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 212.4406 449.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 219.521 458.24001 11.88 -12.36 rf 219.521 458.24001 11.64 -12.12 rf 219.521 458.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 225.28059 449.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 231.161 458.24001 11.52 -12.36 rf 231.161 458.24001 11.64 -12.12 rf 231.161 458.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 235.48061 449.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 242.44099 458.24001 12 -12.36 rf 242.44099 458.24001 11.64 -12.12 rf 242.44099 458.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 449.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 254.08099 458.24001 11.64 -12.36 rf 254.08099 458.24001 11.75999 -12.12 rf 254.08099 458.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 449.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 458.24001 12 -12.36 rf 265.36099 458.24001 11.75999 -12.12 rf 265.36099 458.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 271.2406 449.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 277.121 458.24001 11.52 -12.36 rf 277.121 458.24001 11.64 -12.12 rf 277.121 458.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 449.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 458.24001 11.88 -12.36 rf 288.401 458.24001 11.64 -12.12 rf 288.401 458.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 449.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 446.12 95.64 -12.36 rf 89.92101 446.12 95.28 -12 rf 89.92101 446.12 95.28 -12 rf BT 6.60941 0 0 6.60941 162.28059 437.6003 Tm 0 0 0 scn -0.0296 Tc (Si)Tj [-42.3 ]TJ (t)Tj [-60.39999 ]TJ (e)Tj [14.8 ]TJ (s)Tj [-58 ]TJ (e)Tj [-3.3 ]TJ (e)Tj [-57.8 ]TJ (r)Tj [12.89999 ]TJ ( )Tj ET 1 1 1 scn 185.201 446.12 11.64 -12.36 rf 185.201 446.12 11.75999 -12 rf 185.201 446.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 437.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 446.12 12 -12.36 rf 196.481 446.12 11.75999 -12 rf 196.481 446.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 437.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 446.12 11.52 -12.36 rf 208.241 446.12 11.64 -12 rf 208.241 446.12 11.64 -12 rf BT 6.60941 0 0 6.60941 212.4406 437.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 219.521 446.12 11.88 -12.36 rf 219.521 446.12 11.64 -12 rf 219.521 446.12 11.64 -12 rf BT 6.60941 0 0 6.60941 225.28059 437.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 231.161 446.12 11.52 -12.36 rf 231.161 446.12 11.64 -12 rf 231.161 446.12 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 437.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 242.44099 446.12 12 -12.36 rf 242.44099 446.12 11.64 -12 rf 242.44099 446.12 11.64 -12 rf BT 6.60941 0 0 6.60941 246.7606 437.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 254.08099 446.12 11.64 -12.36 rf 254.08099 446.12 11.75999 -12 rf 254.08099 446.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 437.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 265.36099 446.12 12 -12.36 rf 265.36099 446.12 11.75999 -12 rf 265.36099 446.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 271.2406 437.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 277.121 446.12 11.52 -12.36 rf 277.121 446.12 11.64 -12 rf 277.121 446.12 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 437.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 446.12 11.88 -12.36 rf 288.401 446.12 11.64 -12 rf 288.401 446.12 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 437.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 434.12 95.64 -12.36 rf 89.92101 434.12 95.28 -12.12 rf 89.92101 434.12 95.28 -12.12 rf BT 6.60941 0 0 6.60941 147.8806 425.4803 Tm 0 0 0 scn -0.0136 Tc -0.0004 Tw (Re)Tj [-41.8 ]TJ (f)Tj [28.89999 ]TJ (e)Tj [-41.8 ]TJ (r)Tj [-25.60001 ]TJ (r)Tj [-43.7 ]TJ (a)Tj [12.7 ]TJ (l)Tj [-26.3 ]TJ ( W)Tj [58.8 ]TJ (e)Tj [-41.8 ]TJ (b)Tj [68.8 ]TJ ( )Tj ET 1 1 1 scn 185.201 434.12 11.64 -12.36 rf 185.201 434.12 11.75999 -12.12 rf 185.201 434.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 425.4803 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 196.481 434.12 12 -12.36 rf 196.481 434.12 11.75999 -12.12 rf 196.481 434.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 202.3606 425.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 434.12 11.52 -12.36 rf 208.241 434.12 11.64 -12.12 rf 208.241 434.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 212.4406 425.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 219.521 434.12 11.88 -12.36 rf 219.521 434.12 11.64 -12.12 rf 219.521 434.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 225.28059 425.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 231.161 434.12 11.52 -12.36 rf 231.161 434.12 11.64 -12.12 rf 231.161 434.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 237.0406 425.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 242.44099 434.12 12 -12.36 rf 242.44099 434.12 11.64 -12.12 rf 242.44099 434.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 246.7606 425.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 254.08099 434.12 11.64 -12.36 rf 254.08099 434.12 11.75999 -12.12 rf 254.08099 434.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 425.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 265.36099 434.12 12 -12.36 rf 265.36099 434.12 11.75999 -12.12 rf 265.36099 434.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 271.2406 425.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 277.121 434.12 11.52 -12.36 rf 277.121 434.12 11.64 -12.12 rf 277.121 434.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 425.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 434.12 11.88 -12.36 rf 288.401 434.12 11.64 -12.12 rf 288.401 434.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 425.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 422 95.64 -12.24001 rf 89.92101 422 95.28 -12 rf 89.92101 422 95.28 -12 rf BT 6.60941 0 0 6.60941 173.20061 413.4803 Tm 0 0 0 scn -0.028 Tc (Fab)Tj [-54.5 ]TJ ( )Tj ET 1 1 1 scn 185.201 422 11.64 -12.24001 rf 185.201 422 11.75999 -12 rf 185.201 422 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 413.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 422 12 -12.24001 rf 196.481 422 11.75999 -12 rf 196.481 422 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 413.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 422 11.52 -12.24001 rf 208.241 422 11.64 -12 rf 208.241 422 11.64 -12 rf BT 6.60941 0 0 6.60941 212.4406 413.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 219.521 422 11.88 -12.24001 rf 219.521 422 11.64 -12 rf 219.521 422 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 413.4803 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 231.161 422 11.52 -12.24001 rf 231.161 422 11.64 -12 rf 231.161 422 11.64 -12 rf BT 6.60941 0 0 6.60941 235.48061 413.4803 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 242.44099 422 12 -12.24001 rf 242.44099 422 11.64 -12 rf 242.44099 422 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 413.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 254.08099 422 11.64 -12.24001 rf 254.08099 422 11.75999 -12 rf 254.08099 422 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 413.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 422 12 -12.24001 rf 265.36099 422 11.75999 -12 rf 265.36099 422 11.75999 -12 rf BT 6.60941 0 0 6.60941 271.2406 413.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 277.121 422 11.52 -12.24001 rf 277.121 422 11.64 -12 rf 277.121 422 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 413.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 422 11.88 -12.24001 rf 288.401 422 11.64 -12 rf 288.401 422 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 413.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 410 95.64 -12 rf 89.92101 410 95.28 -12.12 rf 89.92101 410 95.28 -12.12 rf BT 6.60941 0 0 6.60941 160.0006 401.4803 Tm 0 0 0 scn -0.0139 Tc (AA)Tj [72.8 ]TJ (RON)Tj [-54.3 ]TJ ( )Tj ET 1 1 1 scn 185.201 410 11.64 -12 rf 185.201 410 11.75999 -12.12 rf 185.201 410 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 401.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 410 12 -12 rf 196.481 410 11.75999 -12.12 rf 196.481 410 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 202.3606 401.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 410 11.52 -12 rf 208.241 410 11.64 -12.12 rf 208.241 410 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 401.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 410 11.88 -12 rf 219.521 410 11.64 -12.12 rf 219.521 410 11.64 -12.12 rf BT 6.60941 0 0 6.60941 223.7206 401.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 410 11.52 -12 rf 231.161 410 11.64 -12.12 rf 231.161 410 11.64 -12.12 rf BT 6.60941 0 0 6.60941 235.48061 401.4803 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 242.44099 410 12 -12 rf 242.44099 410 11.64 -12.12 rf 242.44099 410 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 401.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 254.08099 410 11.64 -12 rf 254.08099 410 11.75999 -12.12 rf 254.08099 410 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 401.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 410 12 -12 rf 265.36099 410 11.75999 -12.12 rf 265.36099 410 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 269.6806 401.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 410 11.52 -12 rf 277.121 410 11.64 -12.12 rf 277.121 410 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 401.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 410 11.88 -12 rf 288.401 410 11.64 -12.12 rf 288.401 410 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 401.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 398.36 95.64 -12.36 rf 89.92101 398.36 95.28 -12.12 rf 89.92101 398.36 95.28 -12.12 rf BT 6.60941 0 0 6.60941 94.2406 389.72031 Tm 0 0 0 scn 0.01241 Tc -0.0264 Tw (A)Tj [99.10001 ]TJ (d)Tj [-32.3 ]TJ (a)Tj [56.8 ]TJ (p)Tj [40.3 ]TJ (ti)Tj [-72.89999 ]TJ (v)Tj [94.8 ]TJ (e)Tj [-15.8 ]TJ ( )Tj [18.10001 ]TJ (w)Tj [81 ]TJ (e)Tj [-15.8 ]TJ (b)Tj [40.3 ]TJ ( s)Tj [-16 ]TJ (ite)Tj [-15.8 ]TJ ( a)Tj [38.7 ]TJ (g)Tj [40.3 ]TJ (e)Tj [-15.8 ]TJ (n)Tj [40.3 ]TJ (t \(P)Tj [-30.60001 ]TJ (a)Tj [56.8 ]TJ (z)Tj [38.7 ]TJ (z)Tj [38.7 ]TJ (a)Tj [56.8 ]TJ (n)Tj [40.3 ]TJ (i)Tj [-18.39999 ]TJ (\) )Tj ET 1 1 1 scn 185.201 398.36 11.64 -12.36 rf 185.201 398.36 11.75999 -12.12 rf 185.201 398.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 389.72031 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 196.481 398.36 12 -12.36 rf 196.481 398.36 11.75999 -12.12 rf 196.481 398.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 202.3606 389.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 398.36 11.52 -12.36 rf 208.241 398.36 11.64 -12.12 rf 208.241 398.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 389.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 398.36 11.88 -12.36 rf 219.521 398.36 11.64 -12.12 rf 219.521 398.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 223.7206 389.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 398.36 11.52 -12.36 rf 231.161 398.36 11.64 -12.12 rf 231.161 398.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 237.0406 389.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 398.36 12 -12.36 rf 242.44099 398.36 11.64 -12.12 rf 242.44099 398.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 246.7606 389.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 254.08099 398.36 11.64 -12.36 rf 254.08099 398.36 11.75999 -12.12 rf 254.08099 398.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 389.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 265.36099 398.36 12 -12.36 rf 265.36099 398.36 11.75999 -12.12 rf 265.36099 398.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 269.6806 389.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 398.36 11.52 -12.36 rf 277.121 398.36 11.64 -12.12 rf 277.121 398.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 389.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 398.36 11.88 -12.36 rf 288.401 398.36 11.64 -12.12 rf 288.401 398.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 389.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 386.24001 95.64 -12.36 rf 89.92101 386.24001 95.28 -12 rf 89.92101 386.24001 95.28 -12 rf BT 6.60941 0 0 6.60941 154.9606 377.72031 Tm 0 0 0 scn 0.0127 Tc (A)Tj [99.39999 ]TJ (m)Tj [28 ]TJ (a)Tj [39 ]TJ (lth)Tj [40.60001 ]TJ (a)Tj [39 ]TJ (e)Tj [-15.5 ]TJ (a)Tj [-15.5 ]TJ ( )Tj ET 1 1 1 scn 185.201 386.24001 11.64 -12.36 rf 185.201 386.24001 11.75999 -12 rf 185.201 386.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 377.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 386.24001 12 -12.36 rf 196.481 386.24001 11.75999 -12 rf 196.481 386.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 377.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 386.24001 11.52 -12.36 rf 208.241 386.24001 11.64 -12 rf 208.241 386.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 377.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 386.24001 11.88 -12.36 rf 219.521 386.24001 11.64 -12 rf 219.521 386.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 377.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 386.24001 11.52 -12.36 rf 231.161 386.24001 11.64 -12 rf 231.161 386.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 235.48061 377.72031 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 242.44099 386.24001 12 -12.36 rf 242.44099 386.24001 11.64 -12 rf 242.44099 386.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 377.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 254.08099 386.24001 11.64 -12.36 rf 254.08099 386.24001 11.75999 -12 rf 254.08099 386.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 377.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 386.24001 12 -12.36 rf 265.36099 386.24001 11.75999 -12 rf 265.36099 386.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 269.6806 377.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 386.24001 11.52 -12.36 rf 277.121 386.24001 11.64 -12 rf 277.121 386.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 377.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 386.24001 11.88 -12.36 rf 288.401 386.24001 11.64 -12 rf 288.401 386.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 377.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 374.24001 95.64 -12.36 rf 89.92101 374.24001 95.28 -12.12 rf 89.92101 374.24001 95.28 -12.12 rf BT 6.60941 0 0 6.60941 131.20061 365.6003 Tm 0 0 0 scn -0.0141 Tc (A)Tj [72.60001 ]TJ (N)Tj [-72.60001 ]TJ (A)Tj [18.10001 ]TJ (T)Tj [-2.39999 ]TJ (A)Tj [54.5 ]TJ (G)Tj [18.10001 ]TJ (ON)Tj [-54.5 ]TJ (OM)Tj [-14.60001 ]TJ (Y )Tj ET 1 1 1 scn 185.201 374.24001 11.64 -12.36 rf 185.201 374.24001 11.75999 -12.12 rf 185.201 374.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 365.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 374.24001 12 -12.36 rf 196.481 374.24001 11.75999 -12.12 rf 196.481 374.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 202.3606 365.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 374.24001 11.52 -12.36 rf 208.241 374.24001 11.64 -12.12 rf 208.241 374.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 365.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 374.24001 11.88 -12.36 rf 219.521 374.24001 11.64 -12.12 rf 219.521 374.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 223.7206 365.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 374.24001 11.52 -12.36 rf 231.161 374.24001 11.64 -12.12 rf 231.161 374.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 235.48061 365.6003 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 242.44099 374.24001 12 -12.36 rf 242.44099 374.24001 11.64 -12.12 rf 242.44099 374.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 365.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 254.08099 374.24001 11.64 -12.36 rf 254.08099 374.24001 11.75999 -12.12 rf 254.08099 374.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 365.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 374.24001 12 -12.36 rf 265.36099 374.24001 11.75999 -12.12 rf 265.36099 374.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 269.6806 365.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 374.24001 11.52 -12.36 rf 277.121 374.24001 11.64 -12.12 rf 277.121 374.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 365.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 374.24001 11.88 -12.36 rf 288.401 374.24001 11.64 -12.12 rf 288.401 374.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 365.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 362.12 95.64 -12.24001 rf 89.92101 362.12 95.28 -12 rf 89.92101 362.12 95.28 -12 rf BT 6.60941 0 0 6.60941 167.6806 353.6003 Tm 0 0 0 scn -0.0134 Tc (CI)Tj [29.10001 ]TJ (L)Tj [-56.2 ]TJ (A)Tj [0.7 ]TJ ( )Tj ET 1 1 1 scn 185.201 362.12 11.64 -12.24001 rf 185.201 362.12 11.75999 -12 rf 185.201 362.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 353.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 362.12 12 -12.24001 rf 196.481 362.12 11.75999 -12 rf 196.481 362.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 353.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 362.12 11.52 -12.24001 rf 208.241 362.12 11.64 -12 rf 208.241 362.12 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 353.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 362.12 11.88 -12.24001 rf 219.521 362.12 11.64 -12 rf 219.521 362.12 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 353.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 362.12 11.52 -12.24001 rf 231.161 362.12 11.64 -12 rf 231.161 362.12 11.64 -12 rf BT 6.60941 0 0 6.60941 235.48061 353.6003 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 242.44099 362.12 12 -12.24001 rf 242.44099 362.12 11.64 -12 rf 242.44099 362.12 11.64 -12 rf BT 6.60941 0 0 6.60941 246.7606 353.6003 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 254.08099 362.12 11.64 -12.24001 rf 254.08099 362.12 11.75999 -12 rf 254.08099 362.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 353.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 265.36099 362.12 12 -12.24001 rf 265.36099 362.12 11.75999 -12 rf 265.36099 362.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 269.6806 353.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 362.12 11.52 -12.24001 rf 277.121 362.12 11.64 -12 rf 277.121 362.12 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 353.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 362.12 11.88 -12.24001 rf 288.401 362.12 11.64 -12 rf 288.401 362.12 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 353.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 350.12 95.64 -12.36 rf 89.92101 350.12 95.28 -12.12 rf 89.92101 350.12 95.28 -12.12 rf BT 6.60941 0 0 6.60941 165.7606 341.6003 Tm 0 0 0 scn -0.0134 Tc (CI)Tj [29.10001 ]TJ (M)Tj [-68.39999 ]TJ (A)Tj [0.7 ]TJ ( )Tj ET 1 1 1 scn 185.201 350.12 11.64 -12.36 rf 185.201 350.12 11.75999 -12.12 rf 185.201 350.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 341.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 350.12 12 -12.36 rf 196.481 350.12 11.75999 -12.12 rf 196.481 350.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 202.3606 341.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 350.12 11.52 -12.36 rf 208.241 350.12 11.64 -12.12 rf 208.241 350.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 341.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 350.12 11.88 -12.36 rf 219.521 350.12 11.64 -12.12 rf 219.521 350.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 223.7206 341.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 350.12 11.52 -12.36 rf 231.161 350.12 11.64 -12.12 rf 231.161 350.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 237.0406 341.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 350.12 12 -12.36 rf 242.44099 350.12 11.64 -12.12 rf 242.44099 350.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 341.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 350.12 11.64 -12.36 rf 254.08099 350.12 11.75999 -12.12 rf 254.08099 350.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 341.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 350.12 12 -12.36 rf 265.36099 350.12 11.75999 -12.12 rf 265.36099 350.12 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 269.6806 341.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 350.12 11.52 -12.36 rf 277.121 350.12 11.64 -12.12 rf 277.121 350.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 341.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 350.12 11.88 -12.36 rf 288.401 350.12 11.64 -12.12 rf 288.401 350.12 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 341.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 338 95.64 -11.88 rf 89.92101 338 95.28 -12 rf 89.92101 338 95.28 -12 rf BT 6.60941 0 0 6.60941 166.2406 329.4803 Tm 0 0 0 scn -0.02969 Tc (Co)Tj [-56.2 ]TJ (a)Tj [-3.39999 ]TJ (c)Tj [-57.89999 ]TJ (h )Tj ET 1 1 1 scn 185.201 338 11.64 -11.88 rf 185.201 338 11.75999 -12 rf 185.201 338 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 329.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 338 12 -11.88 rf 196.481 338 11.75999 -12 rf 196.481 338 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 329.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 338 11.52 -11.88 rf 208.241 338 11.64 -12 rf 208.241 338 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 329.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 338 11.88 -11.88 rf 219.521 338 11.64 -12 rf 219.521 338 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 329.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 338 11.52 -11.88 rf 231.161 338 11.64 -12 rf 231.161 338 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 329.4803 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 338 12 -11.88 rf 242.44099 338 11.64 -12 rf 242.44099 338 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 329.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 338 11.64 -11.88 rf 254.08099 338 11.75999 -12 rf 254.08099 338 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 329.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 338 12 -11.88 rf 265.36099 338 11.75999 -12 rf 265.36099 338 11.75999 -12 rf BT 6.60941 0 0 6.60941 271.2406 329.4803 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 277.121 338 11.52 -11.88 rf 277.121 338 11.64 -12 rf 277.121 338 11.64 -12 rf BT 6.60941 0 0 6.60941 281.3206 329.4803 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 288.401 338 11.88 -11.88 rf 288.401 338 11.64 -12 rf 288.401 338 11.64 -12 rf BT 6.60941 0 0 6.60941 292.6006 329.4803 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 89.92101 326.36 95.64 -12.36 rf 89.92101 326.36 95.28 -12 rf 89.92101 326.36 95.28 -12 rf BT 6.60941 0 0 6.60941 167.6806 317.8403 Tm 0 0 0 scn -0.0117 Tc (Ea)Tj [14.60001 ]TJ (g)Tj [16.2 ]TJ (e)Tj [-21.8 ]TJ (r)Tj [-41.8 ]TJ ( )Tj ET 1 1 1 scn 185.201 326.36 11.64 -12.36 rf 185.201 326.36 11.75999 -12 rf 185.201 326.36 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 317.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 326.36 12 -12.36 rf 196.481 326.36 11.75999 -12 rf 196.481 326.36 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 317.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 326.36 11.52 -12.36 rf 208.241 326.36 11.64 -12 rf 208.241 326.36 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 317.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 326.36 11.88 -12.36 rf 219.521 326.36 11.64 -12 rf 219.521 326.36 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 317.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 326.36 11.52 -12.36 rf 231.161 326.36 11.64 -12 rf 231.161 326.36 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 317.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 326.36 12 -12.36 rf 242.44099 326.36 11.64 -12 rf 242.44099 326.36 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 317.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 326.36 11.64 -12.36 rf 254.08099 326.36 11.75999 -12 rf 254.08099 326.36 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 317.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 326.36 12 -12.36 rf 265.36099 326.36 11.75999 -12 rf 265.36099 326.36 11.75999 -12 rf BT 6.60941 0 0 6.60941 269.6806 317.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 326.36 11.52 -12.36 rf 277.121 326.36 11.64 -12 rf 277.121 326.36 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 317.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 326.36 11.88 -12.36 rf 288.401 326.36 11.64 -12 rf 288.401 326.36 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 317.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 314.36 95.64 -12.36 rf 89.92101 314.36 95.28 -12.12 rf 89.92101 314.36 95.28 -12.12 rf BT 6.60941 0 0 6.60941 159.1606 305.72031 Tm 0 0 0 scn -0.0141 Tc (GA)Tj [54.39999 ]TJ (L)Tj [15.7 ]TJ (O)Tj [-54.5 ]TJ (I)Tj [10.3 ]TJ (S)Tj [-38.89999 ]TJ ( )Tj ET 1 1 1 scn 185.201 314.36 11.64 -12.36 rf 185.201 314.36 11.75999 -12.12 rf 185.201 314.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 305.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 314.36 12 -12.36 rf 196.481 314.36 11.75999 -12.12 rf 196.481 314.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 202.3606 305.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 314.36 11.52 -12.36 rf 208.241 314.36 11.64 -12.12 rf 208.241 314.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 305.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 314.36 11.88 -12.36 rf 219.521 314.36 11.64 -12.12 rf 219.521 314.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 223.7206 305.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 314.36 11.52 -12.36 rf 231.161 314.36 11.64 -12.12 rf 231.161 314.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 237.0406 305.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 314.36 12 -12.36 rf 242.44099 314.36 11.64 -12.12 rf 242.44099 314.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 305.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 314.36 11.64 -12.36 rf 254.08099 314.36 11.75999 -12.12 rf 254.08099 314.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 305.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 314.36 12 -12.36 rf 265.36099 314.36 11.75999 -12.12 rf 265.36099 314.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 269.6806 305.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 314.36 11.52 -12.36 rf 277.121 314.36 11.64 -12.12 rf 277.121 314.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 281.3206 305.72031 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 288.401 314.36 11.88 -12.36 rf 288.401 314.36 11.64 -12.12 rf 288.401 314.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 292.6006 305.72031 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 89.92101 302.24001 95.64 -12.24001 rf 89.92101 302.24001 95.28 -12 rf 89.92101 302.24001 95.28 -12 rf BT 6.60941 0 0 6.60941 163.84061 293.72031 Tm 0 0 0 scn -0.0132 Tc (GE)Tj [16.60001 ]TJ (SI)Tj [-25.2 ]TJ (A )Tj ET 1 1 1 scn 185.201 302.24001 11.64 -12.24001 rf 185.201 302.24001 11.75999 -12 rf 185.201 302.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 293.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 302.24001 12 -12.24001 rf 196.481 302.24001 11.75999 -12 rf 196.481 302.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 293.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 302.24001 11.52 -12.24001 rf 208.241 302.24001 11.64 -12 rf 208.241 302.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 293.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 302.24001 11.88 -12.24001 rf 219.521 302.24001 11.64 -12 rf 219.521 302.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 293.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 302.24001 11.52 -12.24001 rf 231.161 302.24001 11.64 -12 rf 231.161 302.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 293.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 302.24001 12 -12.24001 rf 242.44099 302.24001 11.64 -12 rf 242.44099 302.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 293.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 302.24001 11.64 -12.24001 rf 254.08099 302.24001 11.75999 -12 rf 254.08099 302.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 293.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 302.24001 12 -12.24001 rf 265.36099 302.24001 11.75999 -12 rf 265.36099 302.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 269.6806 293.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 302.24001 11.52 -12.24001 rf 277.121 302.24001 11.64 -12 rf 277.121 302.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 293.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 302.24001 11.88 -12.24001 rf 288.401 302.24001 11.64 -12 rf 288.401 302.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 293.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 290.24001 95.64 -12.36 rf 89.92101 290.24001 95.28 -12.12 rf 89.92101 290.24001 95.28 -12.12 rf BT 6.60941 0 0 6.60941 166.6006 281.72031 Tm 0 0 0 scn 0.0103 Tc (Ja)Tj [36.60001 ]TJ (s)Tj [-18.10001 ]TJ (p)Tj [38.2 ]TJ (e)Tj [-17.89999 ]TJ (r)Tj [52.8 ]TJ ( )Tj ET 1 1 1 scn 185.201 290.24001 11.64 -12.36 rf 185.201 290.24001 11.75999 -12.12 rf 185.201 290.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 281.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 290.24001 12 -12.36 rf 196.481 290.24001 11.75999 -12.12 rf 196.481 290.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 202.3606 281.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 290.24001 11.52 -12.36 rf 208.241 290.24001 11.64 -12.12 rf 208.241 290.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 281.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 290.24001 11.88 -12.36 rf 219.521 290.24001 11.64 -12.12 rf 219.521 290.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 223.7206 281.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 290.24001 11.52 -12.36 rf 231.161 290.24001 11.64 -12.12 rf 231.161 290.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 235.48061 281.72031 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 242.44099 290.24001 12 -12.36 rf 242.44099 290.24001 11.64 -12.12 rf 242.44099 290.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 281.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 254.08099 290.24001 11.64 -12.36 rf 254.08099 290.24001 11.75999 -12.12 rf 254.08099 290.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 281.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 290.24001 12 -12.36 rf 265.36099 290.24001 11.75999 -12.12 rf 265.36099 290.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 269.6806 281.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 290.24001 11.52 -12.36 rf 277.121 290.24001 11.64 -12.12 rf 277.121 290.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 281.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 290.24001 11.88 -12.36 rf 288.401 290.24001 11.64 -12.12 rf 288.401 290.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 281.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 278.12 95.64 -12.24001 rf 89.92101 278.12 95.28 -12 rf 89.92101 278.12 95.28 -12 rf BT 6.60941 0 0 6.60941 131.92059 269.6003 Tm 0 0 0 scn -0.02679 Tc 0.0128 Tw (K)Tj [-12.7 ]TJ (r)Tj [-56.89999 ]TJ (a)Tj [17.60001 ]TJ (k)Tj [1.10001 ]TJ (at)Tj [-39.5 ]TJ (o)Tj [-53.3 ]TJ (a)Tj [-0.5 ]TJ ( C)Tj [-13.39999 ]TJ (h)Tj [1.10001 ]TJ (r)Tj [-38.8 ]TJ (o)Tj [-53.3 ]TJ (ni)Tj [-39.5 ]TJ (c)Tj [-55 ]TJ (l)Tj [15 ]TJ (e )Tj ET 1 1 1 scn 185.201 278.12 11.64 -12.24001 rf 185.201 278.12 11.75999 -12 rf 185.201 278.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 269.6003 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 196.481 278.12 12 -12.24001 rf 196.481 278.12 11.75999 -12 rf 196.481 278.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 269.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 278.12 11.52 -12.24001 rf 208.241 278.12 11.64 -12 rf 208.241 278.12 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 269.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 278.12 11.88 -12.24001 rf 219.521 278.12 11.64 -12 rf 219.521 278.12 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 269.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 278.12 11.52 -12.24001 rf 231.161 278.12 11.64 -12 rf 231.161 278.12 11.64 -12 rf BT 6.60941 0 0 6.60941 235.48061 269.6003 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 242.44099 278.12 12 -12.24001 rf 242.44099 278.12 11.64 -12 rf 242.44099 278.12 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 269.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 254.08099 278.12 11.64 -12.24001 rf 254.08099 278.12 11.75999 -12 rf 254.08099 278.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 269.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 278.12 12 -12.24001 rf 265.36099 278.12 11.75999 -12 rf 265.36099 278.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 269.6806 269.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 278.12 11.52 -12.24001 rf 277.121 278.12 11.64 -12 rf 277.121 278.12 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 269.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 278.12 11.88 -12.24001 rf 288.401 278.12 11.64 -12 rf 288.401 278.12 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 269.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 266.12 95.64 -11.88 rf 89.92101 266.12 95.28 -12 rf 89.92101 266.12 95.28 -12 rf BT 6.60941 0 0 6.60941 165.0406 257.6003 Tm 0 0 0 scn -0.0298 Tc (Le)Tj [-58 ]TJ (t)Tj [-42.5 ]TJ (i)Tj [-60.60001 ]TJ (z)Tj [14.60001 ]TJ (i)Tj [-42.5 ]TJ (a)Tj [50.89999 ]TJ ( )Tj ET 1 1 1 scn 185.201 266.12 11.64 -11.88 rf 185.201 266.12 11.75999 -12 rf 185.201 266.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 257.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 266.12 12 -11.88 rf 196.481 266.12 11.75999 -12 rf 196.481 266.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 257.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 266.12 11.52 -11.88 rf 208.241 266.12 11.64 -12 rf 208.241 266.12 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 257.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 266.12 11.88 -11.88 rf 219.521 266.12 11.64 -12 rf 219.521 266.12 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 257.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 266.12 11.52 -11.88 rf 231.161 266.12 11.64 -12 rf 231.161 266.12 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 257.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 266.12 12 -11.88 rf 242.44099 266.12 11.64 -12 rf 242.44099 266.12 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 257.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 266.12 11.64 -11.88 rf 254.08099 266.12 11.75999 -12 rf 254.08099 266.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 257.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 266.12 12 -11.88 rf 265.36099 266.12 11.75999 -12 rf 265.36099 266.12 11.75999 -12 rf BT 6.60941 0 0 6.60941 269.6806 257.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 266.12 11.52 -11.88 rf 277.121 266.12 11.64 -12 rf 277.121 266.12 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 257.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 266.12 11.88 -11.88 rf 288.401 266.12 11.64 -12 rf 288.401 266.12 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 257.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 254.48 95.64 -12.36 rf 89.92101 254.48 95.28 -12.12 rf 89.92101 254.48 95.28 -12.12 rf BT 6.60941 0 0 6.60941 168.1606 245.8403 Tm 0 0 0 scn -0.0298 Tc (LA)Tj [38.8 ]TJ (W)Tj [-84.5 ]TJ ( )Tj ET 1 1 1 scn 185.201 254.48 11.64 -12.36 rf 185.201 254.48 11.75999 -12.12 rf 185.201 254.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 245.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 254.48 12 -12.36 rf 196.481 254.48 11.75999 -12.12 rf 196.481 254.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 202.3606 245.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 254.48 11.52 -12.36 rf 208.241 254.48 11.64 -12.12 rf 208.241 254.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 245.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 254.48 11.88 -12.36 rf 219.521 254.48 11.64 -12.12 rf 219.521 254.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 223.7206 245.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 254.48 11.52 -12.36 rf 231.161 254.48 11.64 -12.12 rf 231.161 254.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 235.48061 245.8403 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 242.44099 254.48 12 -12.36 rf 242.44099 254.48 11.64 -12.12 rf 242.44099 254.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 245.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 254.08099 254.48 11.64 -12.36 rf 254.08099 254.48 11.75999 -12.12 rf 254.08099 254.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 245.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 254.48 12 -12.36 rf 265.36099 254.48 11.75999 -12.12 rf 265.36099 254.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 269.6806 245.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 254.48 11.52 -12.36 rf 277.121 254.48 11.64 -12.12 rf 277.121 254.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 245.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 254.48 11.88 -12.36 rf 288.401 254.48 11.64 -12.12 rf 288.401 254.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 245.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 242.36 95.64 -12.24001 rf 89.92101 242.36 95.28 -12 rf 89.92101 242.36 95.28 -12 rf BT 6.60941 0 0 6.60941 148.2406 233.8403 Tm 0 0 0 scn -0.0126 Tc -0.0014 Tw (Le)Tj [-40.8 ]TJ (t)Tj [-25.3 ]TJ (\222)Tj [29.89999 ]TJ (s)Tj [-41 ]TJ ( Br)Tj [29.89999 ]TJ (o)Tj [-39.10001 ]TJ (w)Tj [55.89999 ]TJ (s)Tj [-22.89999 ]TJ (e)Tj [13.7 ]TJ ( )Tj ET 1 1 1 scn 185.201 242.36 11.64 -12.24001 rf 185.201 242.36 11.75999 -12 rf 185.201 242.36 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 233.8403 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 196.481 242.36 12 -12.24001 rf 196.481 242.36 11.75999 -12 rf 196.481 242.36 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 233.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 242.36 11.52 -12.24001 rf 208.241 242.36 11.64 -12 rf 208.241 242.36 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 233.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 242.36 11.88 -12.24001 rf 219.521 242.36 11.64 -12 rf 219.521 242.36 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 233.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 242.36 11.52 -12.24001 rf 231.161 242.36 11.64 -12 rf 231.161 242.36 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 233.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 242.36 12 -12.24001 rf 242.44099 242.36 11.64 -12 rf 242.44099 242.36 11.64 -12 rf BT 6.60941 0 0 6.60941 246.7606 233.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 254.08099 242.36 11.64 -12.24001 rf 254.08099 242.36 11.75999 -12 rf 254.08099 242.36 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 233.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 265.36099 242.36 12 -12.24001 rf 265.36099 242.36 11.75999 -12 rf 265.36099 242.36 11.75999 -12 rf BT 6.60941 0 0 6.60941 269.6806 233.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 242.36 11.52 -12.24001 rf 277.121 242.36 11.64 -12 rf 277.121 242.36 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 233.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 242.36 11.88 -12.24001 rf 288.401 242.36 11.64 -12 rf 288.401 242.36 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 233.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 230.36 95.64 -12.36 rf 89.92101 230.36 95.28 -12.12 rf 89.92101 230.36 95.28 -12.12 rf BT 6.60941 0 0 6.60941 165.7606 221.8403 Tm 0 0 0 scn 0.0005 Tc (MA)Tj [69 ]TJ (G)Tj [32.7 ]TJ (I)Tj [-29.60001 ]TJ ( )Tj ET 1 1 1 scn 185.201 230.36 11.64 -12.36 rf 185.201 230.36 11.75999 -12.12 rf 185.201 230.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 221.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 230.36 12 -12.36 rf 196.481 230.36 11.75999 -12.12 rf 196.481 230.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 202.3606 221.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 230.36 11.52 -12.36 rf 208.241 230.36 11.64 -12.12 rf 208.241 230.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 221.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 230.36 11.88 -12.36 rf 219.521 230.36 11.64 -12.12 rf 219.521 230.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 223.7206 221.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 230.36 11.52 -12.36 rf 231.161 230.36 11.64 -12.12 rf 231.161 230.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 235.48061 221.8403 Tm 0 0 0 scn (o )Tj ET 1 1 1 scn 242.44099 230.36 12 -12.36 rf 242.44099 230.36 11.64 -12.12 rf 242.44099 230.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 221.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 254.08099 230.36 11.64 -12.36 rf 254.08099 230.36 11.75999 -12.12 rf 254.08099 230.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 221.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 230.36 12 -12.36 rf 265.36099 230.36 11.75999 -12.12 rf 265.36099 230.36 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 269.6806 221.8403 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 230.36 11.52 -12.36 rf 277.121 230.36 11.64 -12.12 rf 277.121 230.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 221.8403 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 230.36 11.88 -12.36 rf 288.401 230.36 11.64 -12.12 rf 288.401 230.36 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 221.8403 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 218.24001 95.64 -12.24001 rf 89.92101 218.24001 95.28 -12 rf 89.92101 218.24001 95.28 -12 rf BT 6.60941 0 0 6.60941 147.1606 209.72031 Tm 0 0 0 scn -0.01649 Tc 0.0025 Tw (Ma)Tj [9.8 ]TJ (r)Tj [-28.5 ]TJ (g)Tj [11.39999 ]TJ (i)Tj [-47.3 ]TJ (n)Tj [11.39999 ]TJ ( N)Tj [15.7 ]TJ (o)Tj [-61.2 ]TJ (t)Tj [-29.2 ]TJ (e)Tj [27.89999 ]TJ (s)Tj [9.5 ]TJ ( )Tj ET 1 1 1 scn 185.201 218.24001 11.64 -12.24001 rf 185.201 218.24001 11.75999 -12 rf 185.201 218.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 209.72031 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 196.481 218.24001 12 -12.24001 rf 196.481 218.24001 11.75999 -12 rf 196.481 218.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 209.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 218.24001 11.52 -12.24001 rf 208.241 218.24001 11.64 -12 rf 208.241 218.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 209.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 218.24001 11.88 -12.24001 rf 219.521 218.24001 11.64 -12 rf 219.521 218.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 209.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 218.24001 11.52 -12.24001 rf 231.161 218.24001 11.64 -12 rf 231.161 218.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 209.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 218.24001 12 -12.24001 rf 242.44099 218.24001 11.64 -12 rf 242.44099 218.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 246.7606 209.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 254.08099 218.24001 11.64 -12.24001 rf 254.08099 218.24001 11.75999 -12 rf 254.08099 218.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 209.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 265.36099 218.24001 12 -12.24001 rf 265.36099 218.24001 11.75999 -12 rf 265.36099 218.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 271.2406 209.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 277.121 218.24001 11.52 -12.24001 rf 277.121 218.24001 11.64 -12 rf 277.121 218.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 209.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 288.401 218.24001 11.88 -12.24001 rf 288.401 218.24001 11.64 -12 rf 288.401 218.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 209.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 206.24001 95.64 -12.36 rf 89.92101 206.24001 95.28 -12 rf 89.92101 206.24001 95.28 -12 rf BT 6.60941 0 0 6.60941 154.12061 197.72031 Tm 0 0 0 scn -0.0141 Tc (Ne)Tj [-42.3 ]TJ (w)Tj [54.39999 ]TJ (s)Tj [-24.39999 ]TJ (Du)Tj [13.8 ]TJ (d)Tj [13.8 ]TJ (e)Tj [-42.3 ]TJ ( )Tj ET 1 1 1 scn 185.201 206.24001 11.64 -12.36 rf 185.201 206.24001 11.75999 -12 rf 185.201 206.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 197.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 196.481 206.24001 12 -12.36 rf 196.481 206.24001 11.75999 -12 rf 196.481 206.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 197.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 206.24001 11.52 -12.36 rf 208.241 206.24001 11.64 -12 rf 208.241 206.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 197.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 206.24001 11.88 -12.36 rf 219.521 206.24001 11.64 -12 rf 219.521 206.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 197.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 206.24001 11.52 -12.36 rf 231.161 206.24001 11.64 -12 rf 231.161 206.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 197.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 206.24001 12 -12.36 rf 242.44099 206.24001 11.64 -12 rf 242.44099 206.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 246.7606 197.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 254.08099 206.24001 11.64 -12.36 rf 254.08099 206.24001 11.75999 -12 rf 254.08099 206.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 197.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 265.36099 206.24001 12 -12.36 rf 265.36099 206.24001 11.75999 -12 rf 265.36099 206.24001 11.75999 -12 rf BT 6.60941 0 0 6.60941 269.6806 197.72031 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 206.24001 11.52 -12.36 rf 277.121 206.24001 11.64 -12 rf 277.121 206.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 197.72031 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 206.24001 11.88 -12.36 rf 288.401 206.24001 11.64 -12 rf 288.401 206.24001 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 197.72031 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 194.24001 95.64 -12 rf 89.92101 194.24001 95.28 -12.12 rf 89.92101 194.24001 95.28 -12.12 rf BT 6.60941 0 0 6.60941 145.12061 185.6003 Tm 0 0 0 scn -0.0146 Tc 0.0006 Tw (Op)Tj [13.3 ]TJ (e)Tj [-42.8 ]TJ (n)Tj [13.3 ]TJ ( S)Tj [15 ]TJ (e)Tj [-42.8 ]TJ (s)Tj [-43 ]TJ (a)Tj [11.7 ]TJ (me)Tj [-42.8 ]TJ (!)Tj [27.89999 ]TJ ( )Tj ET 1 1 1 scn 185.201 194.24001 11.64 -12 rf 185.201 194.24001 11.75999 -12.12 rf 185.201 194.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 185.6003 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 196.481 194.24001 12 -12 rf 196.481 194.24001 11.75999 -12.12 rf 196.481 194.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 202.3606 185.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 194.24001 11.52 -12 rf 208.241 194.24001 11.64 -12.12 rf 208.241 194.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 185.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 194.24001 11.88 -12 rf 219.521 194.24001 11.64 -12.12 rf 219.521 194.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 223.7206 185.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 194.24001 11.52 -12 rf 231.161 194.24001 11.64 -12.12 rf 231.161 194.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 237.0406 185.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 194.24001 12 -12 rf 242.44099 194.24001 11.64 -12.12 rf 242.44099 194.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 185.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 194.24001 11.64 -12 rf 254.08099 194.24001 11.75999 -12.12 rf 254.08099 194.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 185.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 194.24001 12 -12 rf 265.36099 194.24001 11.75999 -12.12 rf 265.36099 194.24001 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 269.6806 185.6003 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 194.24001 11.52 -12 rf 277.121 194.24001 11.64 -12.12 rf 277.121 194.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 185.6003 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 194.24001 11.88 -12 rf 288.401 194.24001 11.64 -12.12 rf 288.401 194.24001 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 185.6003 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 182.48 95.64 -12.24001 rf 89.92101 182.48 95.28 -12 rf 89.92101 182.48 95.28 -12 rf BT 6.60941 0 0 6.60941 124.6006 173.9603 Tm 0 0 0 scn 0.0269 Tc -0.04089 Tw (Pe)Tj [53.2 ]TJ (r)Tj [14.89999 ]TJ (s)Tj [52.89999 ]TJ (on)Tj [54.8 ]TJ (a)Tj [71.3 ]TJ (l)Tj [-3.89999 ]TJ ( W)Tj [44.8 ]TJ (e)Tj [-1.3 ]TJ (b)Tj [54.8 ]TJ (W)Tj [26.60001 ]TJ (a)Tj [53.2 ]TJ (t)Tj [68.7 ]TJ (ch)Tj [54.8 ]TJ (er)Tj [69.39999 ]TJ ( )Tj ET 1 1 1 scn 185.201 182.48 11.64 -12.24001 rf 185.201 182.48 11.75999 -12 rf 185.201 182.48 11.75999 -12 rf BT 6.60941 0 0 6.60941 191.0806 173.9603 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 196.481 182.48 12 -12.24001 rf 196.481 182.48 11.75999 -12 rf 196.481 182.48 11.75999 -12 rf BT 6.60941 0 0 6.60941 202.3606 173.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 182.48 11.52 -12.24001 rf 208.241 182.48 11.64 -12 rf 208.241 182.48 11.64 -12 rf BT 6.60941 0 0 6.60941 214.0006 173.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 182.48 11.88 -12.24001 rf 219.521 182.48 11.64 -12 rf 219.521 182.48 11.64 -12 rf BT 6.60941 0 0 6.60941 223.7206 173.9603 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 182.48 11.52 -12.24001 rf 231.161 182.48 11.64 -12 rf 231.161 182.48 11.64 -12 rf BT 6.60941 0 0 6.60941 237.0406 173.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 182.48 12 -12.24001 rf 242.44099 182.48 11.64 -12 rf 242.44099 182.48 11.64 -12 rf BT 6.60941 0 0 6.60941 248.3206 173.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 182.48 11.64 -12.24001 rf 254.08099 182.48 11.75999 -12 rf 254.08099 182.48 11.75999 -12 rf BT 6.60941 0 0 6.60941 259.9606 173.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 182.48 12 -12.24001 rf 265.36099 182.48 11.75999 -12 rf 265.36099 182.48 11.75999 -12 rf BT 6.60941 0 0 6.60941 269.6806 173.9603 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 182.48 11.52 -12.24001 rf 277.121 182.48 11.64 -12 rf 277.121 182.48 11.64 -12 rf BT 6.60941 0 0 6.60941 282.8806 173.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 182.48 11.88 -12.24001 rf 288.401 182.48 11.64 -12 rf 288.401 182.48 11.64 -12 rf BT 6.60941 0 0 6.60941 294.1606 173.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 89.92101 170.48 95.64 -12.36 rf 89.92101 170.48 95.28 -12.12 rf 89.92101 170.48 95.28 -12.12 rf BT 6.60941 0 0 6.60941 129.64059 161.9603 Tm 0 0 0 scn 0.0029 Tc -0.01691 Tw (R)Tj [34.39999 ]TJ (e)Tj [-25.3 ]TJ (me)Tj [-7.2 ]TJ (mb)Tj [30.8 ]TJ (r)Tj [-9.10001 ]TJ (a)Tj [29.2 ]TJ (n)Tj [30.8 ]TJ (c)Tj [47.3 ]TJ (e)Tj [-25.3 ]TJ ( a)Tj [29.2 ]TJ (g)Tj [30.8 ]TJ (e)Tj [-25.3 ]TJ (n)Tj [30.8 ]TJ (t)Tj [-9.8 ]TJ ( )Tj ET 1 1 1 scn 185.201 170.48 11.64 -12.36 rf 185.201 170.48 11.75999 -12.12 rf 185.201 170.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 191.0806 161.9603 Tm 0 0 0 scn 0 Tc 0 Tw ( )Tj ET 1 1 1 scn 196.481 170.48 12 -12.36 rf 196.481 170.48 11.75999 -12.12 rf 196.481 170.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 202.3606 161.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 208.241 170.48 11.52 -12.36 rf 208.241 170.48 11.64 -12.12 rf 208.241 170.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 214.0006 161.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 219.521 170.48 11.88 -12.36 rf 219.521 170.48 11.64 -12.12 rf 219.521 170.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 223.7206 161.9603 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 231.161 170.48 11.52 -12.36 rf 231.161 170.48 11.64 -12.12 rf 231.161 170.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 237.0406 161.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 242.44099 170.48 12 -12.36 rf 242.44099 170.48 11.64 -12.12 rf 242.44099 170.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 248.3206 161.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 254.08099 170.48 11.64 -12.36 rf 254.08099 170.48 11.75999 -12.12 rf 254.08099 170.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 259.9606 161.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 265.36099 170.48 12 -12.36 rf 265.36099 170.48 11.75999 -12.12 rf 265.36099 170.48 11.75999 -12.12 rf BT 6.60941 0 0 6.60941 269.6806 161.9603 Tm 0 0 0 scn -0.02789 Tc (o )Tj ET 1 1 1 scn 277.121 170.48 11.52 -12.36 rf 277.121 170.48 11.64 -12.12 rf 277.121 170.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 282.8806 161.9603 Tm 0 0 0 scn 0 Tc ( )Tj ET 1 1 1 scn 288.401 170.48 11.88 -12.36 rf 288.401 170.48 11.64 -12.12 rf 288.401 170.48 11.64 -12.12 rf BT 6.60941 0 0 6.60941 294.1606 161.9603 Tm 0 0 0 scn ( )Tj ET 1 1 1 scn 186.041 696.92 11.64 -71.16 re f* q 186.401 625.64 11.75999 71.28 re W n 186.401 697.28 11.64 -71.52 re f* 186.401 697.28 11.64 -71.52 re f* Q BT 0 6.6098 -6.60941 0 194.92059 628.0403 Tm 0 0 0 scn -0.0269 Tc 0.01289 Tw (C)Tj [-13.5 ]TJ (h)Tj [1.10001 ]TJ (ar)Tj [-38.8 ]TJ (ac)Tj [-55.10001 ]TJ (t)Tj [-39.5 ]TJ (e)Tj [-55.10001 ]TJ (r)Tj [15.60001 ]TJ (-)Tj [-57 ]TJ (b)Tj [19.2 ]TJ (a)Tj [-0.60001 ]TJ (s)Tj [-55.3 ]TJ (e)Tj [-55.10001 ]TJ (d a)Tj [17.5 ]TJ (g)Tj [1.10001 ]TJ (e)Tj [-55.10001 ]TJ (n)Tj [1.10001 ]TJ (t)Tj [-39.5 ]TJ ( )Tj ET 1 1 1 scn 208.601 696.92 11.64 -71.16 re f* q 208.961 625.64 11.75999 71.28 re W n 208.961 697.28 11.64 -71.52 re f* 208.961 697.28 11.64 -71.52 re f* Q BT 0 6.6098 -6.60941 0 217.6006 628.0403 Tm 0 0 0 scn -0.0145 Tc 0.0005 Tw (Re)Tj [-42.7 ]TJ (c)Tj [11.8 ]TJ (o)Tj [-41 ]TJ (mme)Tj [-42.7 ]TJ (n)Tj [13.5 ]TJ (d)Tj [13.5 ]TJ (e)Tj [11.8 ]TJ (r)Tj [-26.39999 ]TJ ( s)Tj [-42.89999 ]TJ (y)Tj [13.5 ]TJ (s)Tj [29.7 ]TJ (t)Tj [-27.2 ]TJ (e)Tj [-42.7 ]TJ (m)Tj [55.3 ]TJ ( )Tj ET 1 1 1 scn 219.881 696.92 11.64 -71.16 re f* q 220.241 625.64 11.75999 71.28 re W n 220.241 697.28 11.64 -71.52 re f* 220.241 697.28 11.64 -71.52 re f* Q BT 0 6.6098 -6.60941 0 228.8806 628.0403 Tm 0 0 0 scn -0.028 Tc 0.01401 Tw (M)Tj [-28.39999 ]TJ (o)Tj [-54.5 ]TJ (ni)Tj [-40.60001 ]TJ (t)Tj [13.8 ]TJ (o)Tj [-54.5 ]TJ (r)Tj [-58.10001 ]TJ ( us)Tj [16.2 ]TJ (e)Tj [-56.2 ]TJ (r)Tj [-58.10001 ]TJ ( b)Tj [72.60001 ]TJ (e)Tj [-56.2 ]TJ (ha)Tj [-56.2 ]TJ (v)Tj [54.39999 ]TJ (i)Tj [-40.60001 ]TJ (o)Tj [-54.5 ]TJ (u)Tj [0 ]TJ (r)Tj [14.5 ]TJ ( )Tj ET 1 1 1 scn 231.521 696.92 11.75999 -71.16 re f* q 231.881 625.64 11.88 71.28 re W n 231.881 697.28 11.75999 -71.52 re f* 231.881 697.28 11.75999 -71.52 re f* Q BT 0 6.6098 -6.60941 0 240.5206 628.0403 Tm 0 0 0 scn 0.0126 Tc -0.0266 Tw (E)Tj [24.3 ]TJ (x)Tj [40.60001 ]TJ (p)Tj [40.60001 ]TJ (lic)Tj [-15.60001 ]TJ (it f)Tj [37 ]TJ (e)Tj [57 ]TJ (e)Tj [-15.60001 ]TJ (d)Tj [40.60001 ]TJ (b)Tj [40.60001 ]TJ (a)Tj [38.89999 ]TJ (c)Tj [-15.60001 ]TJ (k)Tj [40.60001 ]TJ ( )Tj ET 1 1 1 scn 242.80099 696.92 11.75999 -71.16 re f* q 243.28101 625.64 11.75999 71.28 re W n 243.28101 697.28 11.64 -71.52 re f* 243.28101 697.28 11.64 -71.52 re f* Q BT 0 6.6098 -6.60941 0 251.8006 628.0403 Tm 0 0 0 scn (I)Tj [37 ]TJ (n)Tj [40.60001 ]TJ (itia)Tj [38.89999 ]TJ (l tr)Tj [-17.5 ]TJ (a)Tj [57 ]TJ (i)Tj [-18.2 ]TJ (n)Tj [58.7 ]TJ (i)Tj [-18.2 ]TJ (n)Tj [40.60001 ]TJ (g)Tj [40.60001 ]TJ ( )Tj [18.2 ]TJ (s)Tj [-15.8 ]TJ (e)Tj [-15.60001 ]TJ (t)Tj [54.39999 ]TJ ( )Tj ET 1 1 1 scn 254.561 696.92 11.64 -71.16 re f* q 254.92101 625.64 11.75999 71.28 re W n 254.92101 697.28 11.64 -71.52 re f* 254.92101 697.28 11.64 -71.52 re f* Q BT 0 6.6098 -6.60941 0 263.4406 628.0403 Tm 0 0 0 scn -0.028 Tc 0.01401 Tw (P)Tj [-71 ]TJ (r)Tj [14.5 ]TJ (o)Tj [-54.5 ]TJ (g)Tj [0 ]TJ (r)Tj [-58.10001 ]TJ (a)Tj [16.39999 ]TJ (m)Tj [-12.7 ]TJ (m)Tj [-30.8 ]TJ (e)Tj [-38 ]TJ (d)Tj [0 ]TJ ( by us)Tj [-56.39999 ]TJ (e)Tj [-56.2 ]TJ (r)Tj [14.5 ]TJ ( )Tj ET 1 1 1 scn 266.201 696.92 11.64 -71.16 re f* q 266.561 625.64 11.75999 71.28 re W n 266.561 697.28 11.64 -71.52 re f* 266.561 697.28 11.64 -71.52 re f* Q BT 0 6.6098 -6.60941 0 275.0806 628.0403 Tm 0 0 0 scn -0.0276 Tc 0.0136 Tw (B)Tj [-14.2 ]TJ (e)Tj [-55.8 ]TJ (ha)Tj [-55.8 ]TJ (v)Tj [54.8 ]TJ (i)Tj [-40.2 ]TJ (o)Tj [-54.10001 ]TJ (u)Tj [0.39999 ]TJ (r)Tj [-39.5 ]TJ (a)Tj [-1.3 ]TJ (l)Tj [-40.2 ]TJ ( m)Tj [-12.3 ]TJ (o)Tj [-54.10001 ]TJ (del)Tj [14.2 ]TJ ( )Tj ET 1 1 1 scn 277.481 696.92 11.64 -71.16 re f* q 277.841 625.64 11.75999 71.28 re W n 277.841 697.28 11.64 -71.52 re f* 277.841 697.28 11.64 -71.52 re f* Q BT 0 6.6098 -6.60941 0 286.3606 628.0403 Tm 0 0 0 scn -0.02811 Tc -0.004 Tw (K)Tj [-14 ]TJ (n)Tj [-0.10001 ]TJ (o)Tj [-54.60001 ]TJ (w)Tj [40.5 ]TJ (l)Tj [-40.7 ]TJ (e)Tj [-56.3 ]TJ (dge)Tj [-56.3 ]TJ (-)Tj [-40 ]TJ (b)Tj [-0.10001 ]TJ (as)Tj [-56.5 ]TJ (e)Tj [-56.3 ]TJ (d)Tj [-0.10001 ]TJ ( m)Tj [-30.89999 ]TJ (o)Tj [-54.60001 ]TJ (de)Tj [16.3 ]TJ (l)Tj [13.7 ]TJ ( )Tj ET 1 1 1 scn 289.121 696.92 11.64 -71.16 re f* q 289.481 625.64 11.88 71.28 re W n 289.481 697.28 11.75999 -71.52 re f* 289.481 697.28 11.75999 -71.52 re f* Q BT 0 6.6098 -6.60941 0 298.12061 628.0403 Tm 0 0 0 scn 0.0282 Tc 0 Tw (S)Tj [39.7 ]TJ (t)Tj [15.60001 ]TJ (er)Tj [70.7 ]TJ (eo)Tj [56.2 ]TJ (t)Tj [15.60001 ]TJ (y)Tj [56.2 ]TJ (p)Tj [56.2 ]TJ (e)Tj [0 ]TJ (s)Tj [72.39999 ]TJ ( )Tj ET 1 1 1 scn 196.961 696.92 11.64 -71.16 re f* q 197.321 625.64 11.75999 71.28 re W n 197.321 697.28 11.64 -71.52 re f* 197.321 697.28 11.64 -71.52 re f* Q BT 0 6.6098 -6.60941 0 205.84061 628.0403 Tm 0 0 0 scn -0.04221 Tw (S)Tj [39.7 ]TJ (o)Tj [1.7 ]TJ (ci)Tj [15.60001 ]TJ (a)Tj [54.5 ]TJ (l)Tj [15.60001 ]TJ ( a)Tj [72.60001 ]TJ (g)Tj [56.2 ]TJ (en)Tj [56.2 ]TJ (t)Tj [70 ]TJ ( )Tj ET 1 1 1 scn 407.08099 685.28 11.28 -71.16 re f* 407.08099 685.28 11.64 -71.16 re f* 407.08099 685.28 11.64 -71.16 re f* BT 0 6.6098 -6.60941 0 415.6006 616.4003 Tm 0 0 0 scn -0.0267 Tc 0.0127 Tw (C)Tj [-13.3 ]TJ (h)Tj [1.3 ]TJ (ar)Tj [-38.60001 ]TJ (ac)Tj [-54.89999 ]TJ (t)Tj [-39.3 ]TJ (e)Tj [-54.89999 ]TJ (r)Tj [15.8 ]TJ (-)Tj [-38.60001 ]TJ (bas)Tj [-55.10001 ]TJ (e)Tj [-54.89999 ]TJ (d)Tj [19.39999 ]TJ ( age)Tj [-54.89999 ]TJ (n)Tj [1.3 ]TJ (t)Tj [-39.3 ]TJ ( )Tj ET 1 1 1 scn 429.64101 685.28 11.28 -71.16 re f* 429.64101 685.28 11.64 -71.16 re f* 429.64101 685.28 11.64 -71.16 re f* BT 0 6.6098 -6.60941 0 438.1606 616.4003 Tm 0 0 0 scn -0.0145 Tc 0.0005 Tw (Re)Tj [-42.7 ]TJ (c)Tj [11.8 ]TJ (o)Tj [-41 ]TJ (mme)Tj [-42.7 ]TJ (n)Tj [13.5 ]TJ (d)Tj [13.5 ]TJ (e)Tj [29.89999 ]TJ (r)Tj [-44.60001 ]TJ ( s)Tj [-24.7 ]TJ (y)Tj [13.5 ]TJ (s)Tj [11.60001 ]TJ (t)Tj [-27.10001 ]TJ (e)Tj [-42.7 ]TJ (m)Tj [55.3 ]TJ ( )Tj ET 1 1 1 scn 440.92101 685.28 11.28 -71.16 re f* 440.92101 685.28 11.64 -71.16 re f* 440.92101 685.28 11.64 -71.16 re f* BT 0 6.6098 -6.60941 0 449.4406 616.4003 Tm 0 0 0 scn -0.028 Tc 0.01401 Tw (M)Tj [-28.39999 ]TJ (o)Tj [-54.5 ]TJ (ni)Tj [-40.60001 ]TJ (t)Tj [13.8 ]TJ (o)Tj [-54.5 ]TJ (r)Tj [-58.10001 ]TJ ( us)Tj [16.2 ]TJ (e)Tj [-56.2 ]TJ (r)Tj [-39.89999 ]TJ ( b)Tj [54.39999 ]TJ (e)Tj [-56.2 ]TJ (ha)Tj [-56.2 ]TJ (v)Tj [72.60001 ]TJ (i)Tj [-58.8 ]TJ (o)Tj [-54.5 ]TJ (u)Tj [0 ]TJ (r)Tj [14.5 ]TJ ( )Tj ET 1 1 1 scn 452.561 685.28 11.28 -71.16 re f* 452.561 685.28 11.64 -71.16 re f* 452.561 685.28 11.64 -71.16 re f* BT 0 6.6098 -6.60941 0 461.0806 616.4003 Tm 0 0 0 scn 0.01199 Tc -0.026 Tw (E)Tj [23.7 ]TJ (x)Tj [40 ]TJ (p)Tj [40 ]TJ (lic)Tj [-16.2 ]TJ (it f)Tj [54.5 ]TJ (e)Tj [38.3 ]TJ (e)Tj [-16.2 ]TJ (d)Tj [40 ]TJ (b)Tj [40 ]TJ (a)Tj [38.3 ]TJ (ck)Tj [40 ]TJ ( )Tj ET 1 1 1 scn 463.841 685.28 11.28 -71.16 re f* 463.841 685.28 11.64 -71.16 re f* 463.841 685.28 11.64 -71.16 re f* BT 0 6.6098 -6.60941 0 472.3606 616.4003 Tm 0 0 0 scn 0.0125 Tc -0.0265 Tw (I)Tj [55 ]TJ (n)Tj [40.5 ]TJ (i)Tj [-18.3 ]TJ (tia)Tj [38.8 ]TJ (l tra)Tj [38.8 ]TJ (i)Tj [-0.10001 ]TJ (n)Tj [40.5 ]TJ (i)Tj [-0.10001 ]TJ (n)Tj [40.5 ]TJ (g)Tj [40.5 ]TJ ( s)Tj [-15.89999 ]TJ (e)Tj [-15.7 ]TJ (t)Tj [54.3 ]TJ ( )Tj ET 1 1 1 scn 475.481 685.28 11.28 -71.16 re f* 475.481 685.28 11.64 -71.16 re f* 475.481 685.28 11.64 -71.16 re f* BT 0 6.6098 -6.60941 0 484.12061 616.4003 Tm 0 0 0 scn -0.028 Tc 0.01401 Tw (P)Tj [-70.89999 ]TJ (r)Tj [14.5 ]TJ (o)Tj [-54.5 ]TJ (g)Tj [0 ]TJ (r)Tj [-39.89999 ]TJ (a)Tj [-1.7 ]TJ (m)Tj [-12.7 ]TJ (m)Tj [-12.7 ]TJ (e)Tj [-56.2 ]TJ (d by us)Tj [-56.39999 ]TJ (e)Tj [-38 ]TJ (r)Tj [-3.60001 ]TJ ( )Tj ET 1 1 1 scn 486.761 685.64 11.28 -71.52 re f* 486.761 685.28 11.64 -71.16 re f* 486.761 685.28 11.64 -71.16 re f* BT 0 6.6098 -6.60941 0 495.4006 616.4003 Tm 0 0 0 scn -0.0276 Tc 0.0136 Tw (B)Tj [-14.2 ]TJ (e)Tj [-55.8 ]TJ (ha)Tj [-55.8 ]TJ (v)Tj [73 ]TJ (i)Tj [-58.39999 ]TJ (o)Tj [-54.10001 ]TJ (u)Tj [0.39999 ]TJ (r)Tj [-39.5 ]TJ (a)Tj [-1.3 ]TJ (l)Tj [-40.2 ]TJ ( m)Tj [-12.3 ]TJ (o)Tj [-54.10001 ]TJ (del)Tj [14.2 ]TJ ( )Tj ET 1 1 1 scn 498.401 685.28 11.39999 -71.16 re f* 498.401 685.28 11.75999 -71.16 re f* 498.401 685.28 11.75999 -71.16 re f* BT 0 6.6098 -6.60941 0 507.0406 616.4003 Tm 0 0 0 scn (K)Tj [-13.39999 ]TJ (n)Tj [0.5 ]TJ (o)Tj [-54 ]TJ (w)Tj [41.10001 ]TJ (l)Tj [-40.10001 ]TJ (e)Tj [-55.7 ]TJ (dge)Tj [-55.7 ]TJ (-)Tj [-39.39999 ]TJ (b)Tj [0.5 ]TJ (as)Tj [-55.89999 ]TJ (e)Tj [-37.5 ]TJ (d)Tj [0.5 ]TJ ( m)Tj [-12.2 ]TJ (o)Tj [-72.10001 ]TJ (de)Tj [16.89999 ]TJ (l)Tj [14.3 ]TJ ( )Tj ET 1 1 1 scn 510.161 685.28 11.28 -71.16 re f* q 510.161 614 11.64 71.28 re W n 510.161 685.28 11.64 -71.16 re f* 510.161 685.28 11.64 -71.16 re f* Q BT 0 6.6098 -6.60941 0 518.6805 616.4003 Tm 0 0 0 scn 0.0282 Tc 0 Tw (S)Tj [57.89999 ]TJ (t)Tj [-2.60001 ]TJ (er)Tj [70.7 ]TJ (eo)Tj [56.2 ]TJ (t)Tj [15.60001 ]TJ (y)Tj [56.2 ]TJ (p)Tj [56.2 ]TJ (e)Tj [0 ]TJ (s)Tj [72.39999 ]TJ ( )Tj ET 1 1 1 scn 417.881 685.28 11.28 -71.16 re f* 417.881 685.28 11.75999 -71.16 re f* 417.881 685.28 11.75999 -71.16 re f* BT 0 6.6098 -6.60941 0 426.5206 616.4003 Tm 0 0 0 scn -0.0435 Tc 0.0295 Tw (S)Tj [-13.8 ]TJ (o)Tj [-88.10001 ]TJ (c)Tj [-71.7 ]TJ (i)Tj [-56.10001 ]TJ (al)Tj [-74.3 ]TJ ( ag)Tj [-15.5 ]TJ (e)Tj [-71.7 ]TJ (n)Tj [-15.5 ]TJ (t )Tj 12 0 0 12 521.80051 157.6404 Tm 0 Tc 0 Tw ( )Tj /N297 1 Tf 11.03999 0 0 11.03999 89.92059 135.44029 Tm -0.0018 Tc 0.00661 Tw (Fi)Tj [-6.60001 ]TJ (gure 1 Cl)Tj [-6.60001 ]TJ (assi)Tj [-6.60001 ]TJ (f)Tj [-5.7 ]TJ (i)Tj [-6.60001 ]TJ (cat)Tj [-5.7 ]TJ (i)Tj [-6.60001 ]TJ (on of)Tj [-5.8 ]TJ ( agent)Tj [-5.7 ]TJ ( sy)Tj [21.7 ]TJ (st)Tj [-5.7 ]TJ (ems )Tj ET PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 18 18 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 18 )Tj /N297 1 Tf 14.03999 0 0 14.03999 89.92059 757.0403 Tm -0.0022 Tc 0.70731 Tw (6 Concl)Tj [-6.39999 ]TJ (u)Tj [1.8 ]TJ (si)Tj [-6.39999 ]TJ (ons )Tj /N296 1 Tf 12 0 0 12 89.92059 737.1203 Tm -0.00079 Tc 0.25079 Tw (B)Tj [6.2 ]TJ (e)Tj [3 ]TJ (havioural user modelling)Tj [9.2 ]TJ ( dominates the interface ag)Tj [9.2 ]TJ (ent field. )Tj [10 ]TJ (B)Tj [6.2 ]TJ (e)Tj [3 ]TJ (havioural )Tj [10 ]TJ (user )Tj 0 -1.14999 TD -0.0009 Tc 0.0609 Tw (models )Tj [-10 ]TJ (are )Tj [-10 ]TJ (usually)Tj [29.10001 ]TJ ( )Tj [-10 ]TJ (based )Tj [-10 ]TJ (on )Tj [-10 ]TJ (monitoring)Tj [9.10001 ]TJ ( the user and/or asking)Tj [9.10001 ]TJ ( the user for relevance )Tj T* -0.00079 Tc 0.1008 Tw (feedback. The statistical information g)Tj [9.2 ]TJ (e)Tj [3 ]TJ (nerated by)Tj [29.2 ]TJ ( these )Tj [10 ]TJ (approaches )Tj [10 ]TJ (is )Tj [10 ]TJ (usually)Tj [29.2 ]TJ ( )Tj [10 ]TJ (fed )Tj [10 ]TJ (to )Tj T* 0.0009 Tc -0.0009 Tw (some)Tj [4.7 ]TJ ( f)Tj [3.89999 ]TJ (o)Tj [0.89999 ]TJ (r)Tj [3.89999 ]TJ (m)Tj [-1.3 ]TJ ( of)Tj [3.89999 ]TJ ( ma)Tj [4.7 ]TJ (c)Tj [4.7 ]TJ (h)Tj [0.89999 ]TJ (ine)Tj [4.7 ]TJ ( le)Tj [4.7 ]TJ (a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (ning)Tj [10.89999 ]TJ ( a)Tj [4.7 ]TJ (l)Tj [-1.3 ]TJ (g)Tj [10.89999 ]TJ (o)Tj [0.89999 ]TJ (r)Tj [3.89999 ]TJ (ithm. )Tj 0 -2.14999 TD -0.00101 Tc 0.28101 Tw (Almost )Tj [-10 ]TJ (all )Tj [-10 ]TJ (the )Tj [-10 ]TJ (non-social )Tj [-10 ]TJ (interface ag)Tj [9 ]TJ (ents reviewed use a tex)Tj [-11 ]TJ (t)Tj [-3.2 ]TJ (ual, content-based )Tj 0 -1.14999 TD -0.0007 Tc 0.02071 Tw (learning)Tj [9.3 ]TJ ( approach, deriving)Tj [9.3 ]TJ ( information from user emails, web documents, papers )Tj [10 ]TJ (and )Tj T* -0.0009 Tc 0.0609 Tw (other such sources. The \223bag)Tj [9.10001 ]TJ ( of words\224 document representation )Tj [10 ]TJ (dominates )Tj [10 ]TJ (the )Tj [10 ]TJ (field, )Tj T* -0.00079 Tc (with )Tj [-10 ]TJ (TF)Tj [5.39999 ]TJ (-I)Tj [22.2 ]TJ (DF)Tj [5.39999 ]TJ ( proving)Tj [9.2 ]TJ ( to be a popular choice of word weig)Tj [9.2 ]TJ (hting)Tj [9.2 ]TJ ( alg)Tj [9.2 ]TJ (o)Tj [-0.8 ]TJ (rithm. Relevance )Tj T* -0.0006 Tc 0.28059 Tw (feedback is normally)Tj [29.39999 ]TJ ( used to provide labels for documents, allowing)Tj [9.39999 ]TJ ( supervised )Tj T* -0.0005 Tc 0.0005 Tw (learning)Tj [9.5 ]TJ ( techniques to be employ)Tj [29.5 ]TJ (ed. )Tj 0 -2.14999 TD -0.00211 Tc 0.11211 Tw (S)Tj [-5.89999 ]TJ (o)Tj [-2.10001 ]TJ (ci)Tj [-4.3 ]TJ (al)Tj [-4.3 ]TJ ( )Tj [-10 ]TJ (i)Tj [-4.3 ]TJ (n)Tj [-2.10001 ]TJ (t)Tj [-4.3 ]TJ (e)Tj [1.7 ]TJ (rface )Tj [-10 ]TJ (ag)Tj [7.89999 ]TJ (ent)Tj [-4.3 ]TJ (s)Tj [-2.89999 ]TJ (, usi)Tj [-4.3 ]TJ (n)Tj [-2.10001 ]TJ (g)Tj [7.89999 ]TJ ( col)Tj [-4.3 ]TJ (l)Tj [-4.3 ]TJ (a)Tj [1.7 ]TJ (borat)Tj [-4.3 ]TJ (i)Tj [-4.3 ]TJ (v)Tj [-2.10001 ]TJ (e l)Tj [-4.3 ]TJ (earni)Tj [-4.3 ]TJ (ng)Tj [7.89999 ]TJ ( approaches, are i)Tj [-4.3 ]TJ (n)Tj [-2.10001 ]TJ ( t)Tj [-4.3 ]TJ (h)Tj [-2.10001 ]TJ (e m)Tj [-4.3 ]TJ (i)Tj [-4.3 ]TJ (nori)Tj [-4.3 ]TJ (t)Tj [-4.3 ]TJ (y)Tj [27.89999 ]TJ (, )Tj 0 -1.14999 TD -0.0007 Tc 0.1707 Tw (but )Tj [-10 ]TJ (have )Tj [-10 ]TJ (proved )Tj [-10 ]TJ (useful when sy)Tj [29.3 ]TJ (stems have many)Tj [29.3 ]TJ ( users. The main problem with a )Tj T* -0.00031 Tc 0.08031 Tw (purely)Tj [29.7 ]TJ ( social sy)Tj [29.7 ]TJ (stem is that performance is initially)Tj [29.7 ]TJ ( poor until such a )Tj [10 ]TJ (time )Tj [10 ]TJ (as )Tj [10 ]TJ (enoug)Tj [9.7 ]TJ (h )Tj T* -0.0005 Tc 0.2905 Tw (people )Tj [-10 ]TJ (are )Tj [-10 ]TJ (using)Tj [9.5 ]TJ ( )Tj [-10 ]TJ (the )Tj [-10 ]TJ (sy)Tj [29.5 ]TJ (stem. Hy)Tj [29.5 ]TJ (brid sy)Tj [29.5 ]TJ (stems, using)Tj [9.5 ]TJ ( content-based techniques to )Tj T* -0.0006 Tc 0.0806 Tw (bootstrap )Tj [-10 ]TJ (the )Tj [-10 ]TJ (learning)Tj [9.39999 ]TJ ( process, do address this problem to some ex)Tj [-10.60001 ]TJ (tent and comprise )Tj T* -0.0009 Tc 0.0009 Tw (about half the social ag)Tj [9.10001 ]TJ (ents reviewed. )Tj 0 -2.14999 TD 0.00079 Tc 0.1692 Tw (Ex)Tj [-9.2 ]TJ (pe)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (ime)Tj [4.60001 ]TJ (nta)Tj [4.60001 ]TJ (l)Tj [-1.39999 ]TJ ( r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (sults, whe)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ ( publishe)Tj [4.60001 ]TJ (d, te)Tj [4.60001 ]TJ (nd to be)Tj [4.60001 ]TJ ( e)Tj [4.60001 ]TJ (ithe)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ ( qua)Tj [4.60001 ]TJ (lita)Tj [4.60001 ]TJ (tive)Tj [4.60001 ]TJ ( use)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ ( studie)Tj [4.60001 ]TJ (s)Tj [0 ]TJ ( )Tj [10 ]TJ (or)Tj [3.8 ]TJ ( )Tj 0 -1.14999 TD 0.0009 Tc 0.0191 Tw (qua)Tj [4.7 ]TJ (ntita)Tj [4.7 ]TJ (tive)Tj [4.7 ]TJ ( me)Tj [4.7 ]TJ (a)Tj [4.7 ]TJ (s)Tj [0.10001 ]TJ (ur)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (m)Tj [-1.3 ]TJ (e)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ (ts a)Tj [4.7 ]TJ (g)Tj [10.89999 ]TJ (a)Tj [4.7 ]TJ (i)Tj [-1.3 ]TJ (nst be)Tj [4.7 ]TJ (nc)Tj [4.7 ]TJ (hma)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (k doc)Tj [4.7 ]TJ (ume)Tj [4.7 ]TJ (n)Tj [0.89999 ]TJ (t c)Tj [4.8 ]TJ (o)Tj [0.89999 ]TJ (lle)Tj [4.8 ]TJ (c)Tj [4.7 ]TJ (tions. Na)Tj [4.7 ]TJ (wa)Tj [4.7 ]TJ (na)Tj [4.7 ]TJ ( [54] ha)Tj [4.7 ]TJ (s )Tj T* -0.0022 Tc 0.0322 Tw (observed )Tj [-10 ]TJ (t)Tj [-4.39999 ]TJ (h)Tj [-2.2 ]TJ (at)Tj [-4.39999 ]TJ ( )Tj [-10 ]TJ (i)Tj [-4.39999 ]TJ (t)Tj [-4.39999 ]TJ ( )Tj [-10 ]TJ (i)Tj [-4.39999 ]TJ (s)Tj [-3 ]TJ ( y)Tj [27.8 ]TJ (e)Tj [1.60001 ]TJ (t)Tj [-4.39999 ]TJ ( t)Tj [-4.39999 ]TJ (o)Tj [-2.2 ]TJ ( be proven t)Tj [-4.39999 ]TJ (h)Tj [-2.2 ]TJ (at)Tj [-4.39999 ]TJ ( i)Tj [-4.39999 ]TJ (n)Tj [-2.2 ]TJ (t)Tj [-4.39999 ]TJ (e)Tj [1.60001 ]TJ (rface ag)Tj [7.8 ]TJ (ent)Tj [-4.39999 ]TJ (s)Tj [-3 ]TJ ( act)Tj [-4.39999 ]TJ (ual)Tj [-4.39999 ]TJ (l)Tj [-4.39999 ]TJ (y)Tj [27.8 ]TJ ( hel)Tj [-4.39999 ]TJ (p)Tj [-2.2 ]TJ ( peopl)Tj [-4.39999 ]TJ (e at)Tj [-4.39999 ]TJ ( al)Tj [-4.39999 ]TJ (l)Tj [-4.39999 ]TJ (.)Tj [-2.2 ]TJ ( To )Tj T* -0.0005 Tc 0.1105 Tw (g)Tj [9.5 ]TJ (a)Tj [3.3 ]TJ (in evidence to this end, ex)Tj [-10.5 ]TJ (periments with real users in )Tj [10 ]TJ (real )Tj [10 ]TJ (work )Tj [10 ]TJ (setting)Tj [9.5 ]TJ (s)Tj [-1.3 ]TJ ( )Tj [10 ]TJ (must )Tj [10 ]TJ (be )Tj T* -0.0013 Tc 0.2113 Tw (performed, and way)Tj [28.7 ]TJ (s)Tj [-2.10001 ]TJ ( found to compare different approaches with criteria such as )Tj T* -0.0005 Tc 0.10049 Tw (helpfulness )Tj [-10 ]TJ (and )Tj [-10 ]TJ (usefulness. Only)Tj [29.5 ]TJ ( then will the interface ag)Tj [9.5 ]TJ (ent community)Tj [29.5 ]TJ ( be able to )Tj T* 0.0009 Tc 0.09911 Tw (put some)Tj [4.7 ]TJ ( sc)Tj [4.7 ]TJ (ie)Tj [4.7 ]TJ (ntif)Tj [3.89999 ]TJ (ic)Tj [4.7 ]TJ ( we)Tj [4.7 ]TJ (ig)Tj [10.89999 ]TJ (ht be)Tj [4.7 ]TJ (hind the)Tj [4.7 ]TJ ( ma)Tj [4.7 ]TJ (ny)Tj [30.89999 ]TJ ( c)Tj [4.7 ]TJ (l)Tj [-1.3 ]TJ (a)Tj [4.7 ]TJ (ims ma)Tj [4.7 ]TJ (de)Tj [4.7 ]TJ ( ove)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ ( the)Tj [4.7 ]TJ ( la)Tj [4.7 ]TJ (st )Tj [10 ]TJ (f)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (w )Tj [10 ]TJ (y)Tj [30.89999 ]TJ (e)Tj [4.7 ]TJ (a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (s )Tj [10 ]TJ (f)Tj [3.89999 ]TJ (o)Tj [0.89999 ]TJ (r)Tj [3.89999 ]TJ ( )Tj T* 0.0018 Tc -0.0018 Tw (\223)Tj [5.60001 ]TJ (i)Tj [-0.39999 ]TJ (nte)Tj [5.60001 ]TJ (llig)Tj [11.8 ]TJ (e)Tj [5.60001 ]TJ (n)Tj [1.8 ]TJ (t a)Tj [5.60001 ]TJ (g)Tj [11.8 ]TJ (e)Tj [5.60001 ]TJ (n)Tj [1.8 ]TJ (ts\224)Tj [5.60001 ]TJ (.)Tj [1.8 ]TJ ( )Tj 0 -2.14999 TD -0.0005 Tc 0.2005 Tw (The question is: how do current sy)Tj [29.5 ]TJ (stems measure )Tj [10 ]TJ (up )Tj [10 ]TJ (to )Tj [10 ]TJ (the )Tj [10 ]TJ (challeng)Tj [9.5 ]TJ (es )Tj [10 ]TJ (previously)Tj [29.5 ]TJ ( )Tj 0 -1.14999 TD -0.0025 Tc 0.0025 Tw (i)Tj [-4.7 ]TJ (d)Tj [-2.5 ]TJ (ent)Tj [-4.7 ]TJ (i)Tj [-4.7 ]TJ (f)Tj [0.5 ]TJ (i)Tj [-4.7 ]TJ (e)Tj [1.3 ]TJ (d wi)Tj [-4.7 ]TJ (t)Tj [-4.7 ]TJ (h)Tj [-2.5 ]TJ (i)Tj [-4.7 ]TJ (n)Tj [-2.5 ]TJ ( t)Tj [-4.7 ]TJ (h)Tj [-2.5 ]TJ (e i)Tj [-4.7 ]TJ (n)Tj [-2.5 ]TJ (t)Tj [-4.7 ]TJ (e)Tj [1.3 ]TJ (rface ag)Tj [7.5 ]TJ (ent)Tj [-4.7 ]TJ ( fi)Tj [-4.7 ]TJ (el)Tj [-4.7 ]TJ (d?)Tj [-18.60001 ]TJ ( )Tj /N299 1 Tf 0 -2.14999 TD 0 Tc 0 Tw (Knowing the user )Tj /N296 1 Tf T* -0.0011 Tc 0.2411 Tw (Supervised )Tj [-10 ]TJ (machine )Tj [-10 ]TJ (learning)Tj [8.89999 ]TJ ( techniques require larg)Tj [8.89999 ]TJ (e \(in the order of 100,000\222s\) )Tj 0 -1.14999 TD -0.0005 Tc 0.1205 Tw (labelled document corpuses to be effective. Since most users )Tj [10 ]TJ (will )Tj [10 ]TJ (not )Tj [10 ]TJ (have )Tj [10 ]TJ (100,000 )Tj T* -0.0025 Tc 0.1525 Tw (ex)Tj [-12.5 ]TJ (am)Tj [-4.7 ]TJ (pl)Tj [-4.7 ]TJ (es of what)Tj [-4.7 ]TJ ( t)Tj [-4.7 ]TJ (h)Tj [-2.5 ]TJ (ey)Tj [27.5 ]TJ ( l)Tj [-4.7 ]TJ (i)Tj [-4.7 ]TJ (k)Tj [-2.5 ]TJ (e, i)Tj [-4.7 ]TJ (n)Tj [-2.5 ]TJ (t)Tj [-4.7 ]TJ (e)Tj [1.3 ]TJ (rface ag)Tj [7.5 ]TJ (ent)Tj [-4.7 ]TJ ( profi)Tj [-4.7 ]TJ (l)Tj [-4.7 ]TJ (e)Tj [1.3 ]TJ ( accuracy)Tj [27.5 ]TJ ( fal)Tj [-4.7 ]TJ (l)Tj [-4.7 ]TJ (s)Tj [-3.3 ]TJ ( bel)Tj [-4.7 ]TJ (o)Tj [-2.5 ]TJ (w what)Tj [-4.7 ]TJ ( m)Tj [-4.7 ]TJ (o)Tj [-2.5 ]TJ (st)Tj [-4.7 ]TJ ( )Tj T* -0.0007 Tc 0.0307 Tw (people find acceptable. Unsupervised learning)Tj [9.3 ]TJ ( techniques do allow the )Tj [10 ]TJ (web\222s )Tj [10 ]TJ (millions )Tj T* -0.0009 Tc 0.0609 Tw (of )Tj [-10 ]TJ (unlabelled )Tj [-10 ]TJ (documents to be used, but currently)Tj [29.10001 ]TJ ( have poor accuracy)Tj [29.10001 ]TJ ( compared with )Tj T* -0.0006 Tc 0.0006 Tw (supervised learning)Tj [9.39999 ]TJ (. )Tj 0 -2.14999 TD -0.00169 Tc 0.09171 Tw (Ex)Tj [-11.7 ]TJ (pl)Tj [-3.89999 ]TJ (i)Tj [-3.89999 ]TJ (c)Tj [2.10001 ]TJ (i)Tj [-3.89999 ]TJ (t)Tj [-3.89999 ]TJ ( )Tj [-10 ]TJ (user )Tj [-10 ]TJ (feedback )Tj [-10 ]TJ (al)Tj [-3.89999 ]TJ (l)Tj [-3.89999 ]TJ (o)Tj [-1.7 ]TJ (ws users t)Tj [-3.89999 ]TJ (o)Tj [-1.7 ]TJ ( l)Tj [-3.89999 ]TJ (a)Tj [2.10001 ]TJ (bel)Tj [-3.89999 ]TJ ( docum)Tj [-3.89999 ]TJ (ent)Tj [-3.89999 ]TJ ( ex)Tj [-11.7 ]TJ (am)Tj [-3.89999 ]TJ (pl)Tj [-3.89999 ]TJ (es, whi)Tj [-3.89999 ]TJ (c)Tj [2.10001 ]TJ (h can i)Tj [-3.89999 ]TJ (n)Tj [-1.7 ]TJ (crease )Tj 0 -1.14999 TD -0.0006 Tc 0.1106 Tw (profile accuracy)Tj [29.39999 ]TJ (. Unfortunately)Tj [29.39999 ]TJ (, users are ty)Tj [29.39999 ]TJ (pically)Tj [29.39999 ]TJ ( unwilling)Tj [9.39999 ]TJ ( to commit much effort )Tj T* 0.00079 Tc 0.1292 Tw (to )Tj [-10 ]TJ (a)Tj [4.60001 ]TJ ( )Tj [-10 ]TJ (sy)Tj [30.8 ]TJ (ste)Tj [4.60001 ]TJ (m)Tj [-1.39999 ]TJ ( )Tj [-10 ]TJ (unle)Tj [4.60001 ]TJ (ss )Tj [-10 ]TJ (it g)Tj [10.8 ]TJ (i)Tj [-1.39999 ]TJ (ve)Tj [4.60001 ]TJ (s the)Tj [4.60001 ]TJ (m)Tj [-1.39999 ]TJ ( a)Tj [4.60001 ]TJ ( r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (wa)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (d)Tj [0.8 ]TJ ( in a)Tj [4.60001 ]TJ ( r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (s)Tj [0 ]TJ (ona)Tj [4.60001 ]TJ (ble)Tj [4.60001 ]TJ ( time)Tj [4.60001 ]TJ (f)Tj [3.8 ]TJ (r)Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (me)Tj [4.60001 ]TJ (. This pr)Tj [3.8 ]TJ (oble)Tj [4.60001 ]TJ (m)Tj [-1.39999 ]TJ ( )Tj T* -0.0004 Tc 0.0004 Tw (ex)Tj [-10.39999 ]TJ (ists with both collaborative and content-based sy)Tj [29.60001 ]TJ (stems. )Tj 0 -2.14999 TD -0.0007 Tc 0.1707 Tw (Current sy)Tj [29.3 ]TJ (stems do learn about the user, but not )Tj [10 ]TJ (to )Tj [10 ]TJ (the )Tj [10 ]TJ (accuracy)Tj [29.3 ]TJ ( )Tj [10 ]TJ (that )Tj [10 ]TJ (would )Tj [10 ]TJ (allow )Tj 0 -1.14999 TD -0.0015 Tc 0.12151 Tw (confi)Tj [-3.7 ]TJ (d)Tj [-1.5 ]TJ (ent)Tj [-3.7 ]TJ ( )Tj [-10 ]TJ (del)Tj [-3.7 ]TJ (e)Tj [2.3 ]TJ (g)Tj [8.5 ]TJ (a)Tj [2.3 ]TJ (t)Tj [-3.7 ]TJ (i)Tj [-3.7 ]TJ (on )Tj [-10 ]TJ (of )Tj [-10 ]TJ (ful)Tj [-3.7 ]TJ (l)Tj [-3.7 ]TJ ( cont)Tj [-3.7 ]TJ (rol)Tj [-3.7 ]TJ ( t)Tj [-3.7 ]TJ (o)Tj [-1.5 ]TJ ( i)Tj [-3.7 ]TJ (m)Tj [-3.7 ]TJ (port)Tj [-3.7 ]TJ (a)Tj [2.3 ]TJ (nt)Tj [-3.7 ]TJ ( t)Tj [-3.7 ]TJ (a)Tj [2.3 ]TJ (sks. Today)Tj [28.5 ]TJ (\222)Tj [1.5 ]TJ (s i)Tj [-3.7 ]TJ (n)Tj [-1.5 ]TJ (t)Tj [-3.7 ]TJ (e)Tj [2.39999 ]TJ (rface ag)Tj [8.5 ]TJ (ent)Tj [-3.7 ]TJ (s)Tj [-2.3 ]TJ ( can )Tj T* 0.00101 Tc -0.00101 Tw (ma)Tj [4.8 ]TJ (ke)Tj [4.8 ]TJ ( use)Tj [4.8 ]TJ (f)Tj [4 ]TJ (ul sug)Tj [11 ]TJ (g)Tj [11 ]TJ (e)Tj [4.8 ]TJ (stions, but the)Tj [4.8 ]TJ (y)Tj [31 ]TJ ( still ne)Tj [4.8 ]TJ (e)Tj [4.8 ]TJ (d)Tj [1 ]TJ ( a)Tj [4.8 ]TJ ( huma)Tj [4.8 ]TJ (n)Tj [1 ]TJ ( to ultima)Tj [4.8 ]TJ (te)Tj [4.8 ]TJ (ly)Tj [31 ]TJ ( c)Tj [4.8 ]TJ (h)Tj [1 ]TJ (e)Tj [4.8 ]TJ (c)Tj [4.8 ]TJ (k)Tj [1 ]TJ ( the)Tj [4.8 ]TJ (m)Tj [-1.2 ]TJ (. )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 19 19 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 19 )Tj /N299 1 Tf 0 59.55 TD 0.0011 Tc -0.0011 Tw (I)Tj [4.10001 ]TJ (n)Tj [1.10001 ]TJ (te)Tj [4.89999 ]TJ (rac)Tj [4.89999 ]TJ (ting with the)Tj [4.89999 ]TJ ( use)Tj [4.89999 ]TJ (r)Tj [0.3 ]TJ ( )Tj /N296 1 Tf 0 -2.14999 TD 0.089 Tw (Ex)Tj [-9 ]TJ (pe)Tj [4.8 ]TJ (r)Tj [4 ]TJ (ime)Tj [4.8 ]TJ (nts with be)Tj [4.8 ]TJ (lie)Tj [4.8 ]TJ (va)Tj [4.8 ]TJ (ble)Tj [4.8 ]TJ ( a)Tj [4.8 ]TJ (g)Tj [11 ]TJ (e)Tj [4.8 ]TJ (n)Tj [1 ]TJ (ts build r)Tj [4 ]TJ (e)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (listic)Tj [4.8 ]TJ ( a)Tj [4.8 ]TJ (g)Tj [11 ]TJ (e)Tj [4.8 ]TJ (n)Tj [1 ]TJ (ts )Tj [10 ]TJ (so )Tj [10 ]TJ (pe)Tj [4.8 ]TJ (ople)Tj [4.8 ]TJ ( )Tj [10 ]TJ (c)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (n)Tj [1 ]TJ ( )Tj [10 ]TJ (inte)Tj [4.8 ]TJ (r)Tj [4 ]TJ (a)Tj [4.8 ]TJ (c)Tj [4.8 ]TJ (t)Tj [-1.2 ]TJ ( )Tj [10 ]TJ (with )Tj 0 -1.14999 TD 0.00079 Tc 0.2092 Tw (the)Tj [4.60001 ]TJ (m)Tj [-1.39999 ]TJ ( in wa)Tj [4.60001 ]TJ (y)Tj [30.8 ]TJ (s)Tj [0 ]TJ ( the)Tj [4.60001 ]TJ (y)Tj [30.8 ]TJ ( f)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (e)Tj [4.60001 ]TJ (l)Tj [-1.39999 ]TJ ( a)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ ( na)Tj [4.60001 ]TJ (tur)Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (l. Unf)Tj [3.8 ]TJ (o)Tj [0.8 ]TJ (r)Tj [3.8 ]TJ (t)Tj [-1.39999 ]TJ (una)Tj [4.60001 ]TJ (te)Tj [4.60001 ]TJ (ly)Tj [30.8 ]TJ (, na)Tj [4.60001 ]TJ (tur)Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (l inte)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (c)Tj [4.60001 ]TJ (tion le)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (d)Tj [0.8 ]TJ (s to )Tj [10 ]TJ (the)Tj [4.60001 ]TJ ( )Tj T* 0.00101 Tc 0.30901 Tw (e)Tj [4.8 ]TJ (x)Tj [-9 ]TJ (pe)Tj [4.8 ]TJ (c)Tj [4.8 ]TJ (t)Tj [-1.2 ]TJ (a)Tj [4.8 ]TJ (tion tha)Tj [4.8 ]TJ (t)Tj [-1.2 ]TJ ( the)Tj [4.8 ]TJ ( a)Tj [4.8 ]TJ (g)Tj [11 ]TJ (e)Tj [4.8 ]TJ (n)Tj [1 ]TJ (t will be)Tj [4.8 ]TJ (ha)Tj [4.8 ]TJ (ve)Tj [4.8 ]TJ ( in a)Tj [4.8 ]TJ ( c)Tj [4.8 ]TJ (o)Tj [1 ]TJ (mple)Tj [4.8 ]TJ (te)Tj [4.8 ]TJ (ly)Tj [31 ]TJ ( na)Tj [4.8 ]TJ (tur)Tj [4 ]TJ (a)Tj [4.8 ]TJ (l )Tj [10 ]TJ (wa)Tj [4.8 ]TJ (y)Tj [31 ]TJ (.)Tj [1 ]TJ ( )Tj [10 ]TJ (Whe)Tj [4.8 ]TJ (n, )Tj [10 ]TJ (f)Tj [4 ]TJ (o)Tj [1 ]TJ (r)Tj [4 ]TJ ( )Tj T* 0.10899 Tw (e)Tj [4.8 ]TJ (x)Tj [-9 ]TJ (a)Tj [4.8 ]TJ (m)Tj [-1.2 ]TJ (ple)Tj [4.8 ]TJ (,)Tj [1 ]TJ ( )Tj [-10 ]TJ (a)Tj [4.8 ]TJ (n)Tj [1 ]TJ ( )Tj [-10 ]TJ (Einste)Tj [4.8 ]TJ (in )Tj [-10 ]TJ (a)Tj [4.8 ]TJ (g)Tj [11 ]TJ (e)Tj [4.8 ]TJ (n)Tj [1 ]TJ (t )Tj [-10 ]TJ (a)Tj [4.8 ]TJ (ppe)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (r)Tj [4 ]TJ (s )Tj [-10 ]TJ (be)Tj [4.8 ]TJ (f)Tj [4 ]TJ (o)Tj [1 ]TJ (r)Tj [4 ]TJ (e)Tj [4.8 ]TJ ( the)Tj [4.8 ]TJ (m)Tj [-1.2 ]TJ ( the)Tj [4.8 ]TJ (y)Tj [31 ]TJ ( will a)Tj [4.8 ]TJ (ssume)Tj [4.8 ]TJ ( the)Tj [4.8 ]TJ (y)Tj [31 ]TJ ( c)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (n)Tj [1 ]TJ ( spe)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (k)Tj [1 ]TJ ( to )Tj T* -0.0006 Tc 0.1006 Tw (the ag)Tj [9.39999 ]TJ (ent as they)Tj [29.39999 ]TJ ( would a human. Ag)Tj [9.39999 ]TJ (ent sy)Tj [29.39999 ]TJ (stems are not )Tj [10 ]TJ (that )Tj [10 ]TJ (sophisticated, )Tj [10 ]TJ (so )Tj [10 ]TJ (users )Tj T* -0.0009 Tc 0.0009 Tw (are left disappointed or confused. )Tj 0 -2.14999 TD -0.0016 Tc 0.27161 Tw (Most)Tj [-3.8 ]TJ ( )Tj [-10 ]TJ (ag)Tj [8.39999 ]TJ (ent)Tj [-3.8 ]TJ ( sy)Tj [28.39999 ]TJ (st)Tj [-3.8 ]TJ (em)Tj [-3.8 ]TJ (s avoi)Tj [-3.8 ]TJ (d present)Tj [-3.8 ]TJ (i)Tj [-3.8 ]TJ (n)Tj [-1.60001 ]TJ (g)Tj [8.39999 ]TJ ( an i)Tj [-3.8 ]TJ (m)Tj [-3.8 ]TJ (a)Tj [2.2 ]TJ (g)Tj [8.39999 ]TJ (e)Tj [2.2 ]TJ ( at)Tj [-3.8 ]TJ ( al)Tj [-3.8 ]TJ (l)Tj [-3.8 ]TJ (,)Tj [-1.60001 ]TJ ( preferri)Tj [-3.8 ]TJ (ng)Tj [8.39999 ]TJ ( t)Tj [-3.8 ]TJ (o)Tj [-1.60001 ]TJ ( work i)Tj [-3.8 ]TJ (n)Tj [-1.60001 ]TJ ( t)Tj [-3.8 ]TJ (h)Tj [-1.60001 ]TJ (e )Tj 0 -1.14999 TD -0.0006 Tc 0.1606 Tw (backg)Tj [9.39999 ]TJ (r)Tj [2.39999 ]TJ (ound. )Tj [-10 ]TJ (This )Tj [-10 ]TJ (is )Tj [-10 ]TJ (the )Tj [-10 ]TJ (most practical approach g)Tj [9.39999 ]TJ (i)Tj [-2.8 ]TJ (ven today)Tj [29.39999 ]TJ (\222)Tj [2.39999 ]TJ (s technolog)Tj [9.39999 ]TJ (y)Tj [29.39999 ]TJ (,)Tj [-0.60001 ]TJ ( but can )Tj T* -0.0009 Tc 0.0009 Tw (leave users feeling)Tj [9.10001 ]TJ ( they)Tj [29.10001 ]TJ ( have lost control of the \223hidden\224 ag)Tj [9.10001 ]TJ (ents. )Tj 0 -2.14999 TD 0.00101 Tc 0.039 Tw (The)Tj [4.8 ]TJ (r)Tj [4 ]TJ (e)Tj [4.8 ]TJ ( is still muc)Tj [4.8 ]TJ (h)Tj [1 ]TJ ( de)Tj [4.8 ]TJ (ba)Tj [4.8 ]TJ (te)Tj [4.8 ]TJ ( ove)Tj [4.8 ]TJ (r)Tj [4 ]TJ ( the)Tj [4.8 ]TJ ( be)Tj [4.8 ]TJ (st wa)Tj [4.8 ]TJ (y)Tj [31 ]TJ ( to inte)Tj [4.8 ]TJ (r)Tj [4 ]TJ (a)Tj [4.8 ]TJ (c)Tj [4.8 ]TJ (t)Tj [-1.2 ]TJ ( with a)Tj [4.8 ]TJ (g)Tj [11 ]TJ (e)Tj [4.8 ]TJ (n)Tj [1 ]TJ (ts [74], with )Tj [10 ]TJ (no )Tj [10 ]TJ (sig)Tj [11 ]TJ (n)Tj [1 ]TJ ( )Tj 0 -1.14999 TD -0.0007 Tc 0.0807 Tw (of a conclusion in the near future. Only)Tj [29.3 ]TJ ( time and )Tj [10 ]TJ (lots )Tj [10 ]TJ (of )Tj [10 ]TJ (ex)Tj [-10.7 ]TJ (perimental )Tj [10 ]TJ (interfaces )Tj [10 ]TJ (will )Tj T* -0.0004 Tc 0.0004 Tw (tell how best to proceed. )Tj /N299 1 Tf 0 -2.14999 TD -0.0018 Tc 0.0018 Tw (C)Tj [-4.8 ]TJ (o)Tj [-1.8 ]TJ (mpet)Tj [-4 ]TJ (ence i)Tj [-4 ]TJ (n)Tj [-1.8 ]TJ ( hel)Tj [-4 ]TJ (p)Tj [-1.8 ]TJ (i)Tj [-4 ]TJ (ng t)Tj [-4 ]TJ (h)Tj [-1.8 ]TJ (e user )Tj /N296 1 Tf T* -0.00101 Tc 0.241 Tw (Most interface ag)Tj [9 ]TJ (ent work has concentrated on learning)Tj [9 ]TJ ( about the user, )Tj [10 ]TJ (with )Tj [10 ]TJ (the )Tj 0 -1.14999 TD -0.00079 Tc 0.1608 Tw (assumption )Tj [-10 ]TJ (that )Tj [-10 ]TJ (once )Tj [-10 ]TJ (an )Tj [-10 ]TJ (ag)Tj [9.2 ]TJ (ent knows what the user wants it can provide effective )Tj T* 0.00101 Tc 0.049 Tw (he)Tj [4.8 ]TJ (lp. Pla)Tj [4.8 ]TJ (nning)Tj [11 ]TJ ( a)Tj [4.8 ]TJ (nd CSCW te)Tj [4.8 ]TJ (c)Tj [4.8 ]TJ (hnique)Tj [4.8 ]TJ (s c)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (n)Tj [1 ]TJ ( be)Tj [4.8 ]TJ ( utilise)Tj [4.8 ]TJ (d, )Tj [10 ]TJ (but )Tj [10 ]TJ (e)Tj [4.8 ]TJ (x)Tj [-9 ]TJ (pe)Tj [4.8 ]TJ (r)Tj [4 ]TJ (ime)Tj [4.8 ]TJ (nts )Tj [10 ]TJ (a)Tj [4.8 ]TJ (r)Tj [4 ]TJ (e)Tj [4.8 ]TJ ( )Tj [10 ]TJ (r)Tj [4 ]TJ (e)Tj [4.8 ]TJ (quir)Tj [4 ]TJ (e)Tj [4.8 ]TJ (d )Tj [10 ]TJ (to )Tj T* -0.00079 Tc 0.0208 Tw (demonstrate competence, and show which techniques are best used )Tj [10 ]TJ (in )Tj [10 ]TJ (various )Tj [10 ]TJ (ty)Tj [29.2 ]TJ (pes )Tj [10 ]TJ (of )Tj T* 0.0005 Tc 0 Tw (situation. )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 20 20 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC save BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 20 )Tj /N297 1 Tf 14.03999 0 0 14.03999 89.92059 757.0403 Tm -0.0004 Tc 0.00459 Tw (7 )Tj [-700.89999 ]TJ (Glossary)Tj [34.39999 ]TJ ( of machine learning terminology)Tj [34.39999 ]TJ ( )Tj /N296 1 Tf 12 0 0 12 89.92059 737.1203 Tm -0.0009 Tc 0.2709 Tw (F)Tj [5.3 ]TJ (o)Tj [-0.89999 ]TJ (r )Tj [-10 ]TJ (a )Tj [-10 ]TJ (more )Tj [-10 ]TJ (detailed )Tj [-10 ]TJ (description )Tj [-10 ]TJ (of machine learning)Tj [9.10001 ]TJ (, [)Tj [-7.89999 ]TJ (71])Tj [-7.89999 ]TJ ( provides an ex)Tj [-10.89999 ]TJ (cellent )Tj 0 -1.14999 TD -0.00079 Tc 0.00079 Tw (overview of machine learning)Tj [9.2 ]TJ ( techniques, as does [)Tj [-7.8 ]TJ (44])Tj [-7.8 ]TJ (. )Tj /N230 1 Tf 0 -2.14999 TD 0.0002 Tc 0 Tw (AQ15c)Tj /N296 1 Tf 2.83 0 TD 0.0011 Tc 0.0089 Tw ( )Tj [-10 ]TJ (\226 )Tj [-10 ]TJ (Rule)Tj [4.89999 ]TJ ( )Tj [-10 ]TJ (le)Tj [4.89999 ]TJ (a)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (ning)Tj [11.10001 ]TJ ( )Tj [-10 ]TJ (a)Tj [4.89999 ]TJ (l)Tj [-1.10001 ]TJ (g)Tj [11.10001 ]TJ (o)Tj [1.10001 ]TJ (r)Tj [4.10001 ]TJ (ithm. )Tj [-10 ]TJ (Rule)Tj [4.89999 ]TJ (s a)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ ( a)Tj [4.89999 ]TJ (dde)Tj [4.89999 ]TJ (d until a)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ ( e)Tj [4.89999 ]TJ (x)Tj [-8.89999 ]TJ (a)Tj [4.89999 ]TJ (m)Tj [-1.10001 ]TJ (ple)Tj [4.89999 ]TJ ( is f)Tj [4.10001 ]TJ (u)Tj [1.10001 ]TJ (lly)Tj [31.10001 ]TJ ( c)Tj [4.89999 ]TJ (l)Tj [-1.10001 ]TJ (a)Tj [4.89999 ]TJ (ssif)Tj [4.10001 ]TJ (i)Tj [-1.10001 ]TJ (e)Tj [4.89999 ]TJ (d, )Tj -2.83 -1.14999 TD -0.0022 Tc 0.0022 Tw (usi)Tj [-4.39999 ]TJ (n)Tj [-2.2 ]TJ (g)Tj [7.8 ]TJ ( a g)Tj [7.8 ]TJ (e)Tj [1.60001 ]TJ (neral)Tj [-4.39999 ]TJ ( t)Tj [-4.39999 ]TJ (o)Tj [-2.2 ]TJ ( speci)Tj [-4.39999 ]TJ (fi)Tj [-4.39999 ]TJ (c approach.)Tj /N299 1 Tf 14.55 0 TD 0 Tc 0 Tw ( )Tj /N230 1 Tf -14.55 -2.14999 TD 0.00169 Tc (ART-)Tj [4.7 ]TJ (2)Tj /N296 1 Tf 2.78 0 TD -0.00121 Tc 0.00121 Tw ( \226 Adaptive resonancy)Tj [28.8 ]TJ ( theory)Tj [28.8 ]TJ (-2, a neural network approach. )Tj /N230 1 Tf -2.78 -2.14999 TD 0.0004 Tc 0.1196 Tw (Association rule discovery)Tj /N296 1 Tf 11.02 0 TD 0.0007 Tc 0.11929 Tw ( \226 Da)Tj [4.5 ]TJ (ta)Tj [4.5 ]TJ ( mining)Tj [10.7 ]TJ ( te)Tj [4.5 ]TJ (c)Tj [4.5 ]TJ (hnique)Tj [4.5 ]TJ ( to disc)Tj [4.5 ]TJ (ove)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ ( r)Tj [3.7 ]TJ (u)Tj [0.7 ]TJ (le)Tj [4.5 ]TJ (s tha)Tj [4.5 ]TJ (t)Tj [-1.5 ]TJ ( )Tj [10 ]TJ (a)Tj [4.5 ]TJ (ssoc)Tj [4.5 ]TJ (i)Tj [-1.5 ]TJ (a)Tj [4.5 ]TJ (t)Tj [-1.5 ]TJ (e)Tj [4.5 ]TJ ( )Tj -11.02 -1.14999 TD -0.0004 Tc 0.0004 Tw (items within a database. I)Tj [22.60001 ]TJ (t)Tj [-2.60001 ]TJ ( is related to the induction of classification rules. )Tj /N230 1 Tf 0 -2.14999 TD 0.00101 Tc 0 Tw (Autoclass)Tj /N296 1 Tf 4.00999 0 TD -0.0007 Tc 0.1407 Tw ( \226 B)Tj [6.3 ]TJ (a)Tj [3.10001 ]TJ (y)Tj [29.3 ]TJ (e)Tj [3.10001 ]TJ (sian classifier for unsupervised classification, )Tj [10 ]TJ (based )Tj [10 ]TJ (on )Tj [10 ]TJ (a )Tj [10 ]TJ (classical )Tj -4.00999 -1.14999 TD 0.0011 Tc -0.0011 Tw (mix)Tj [-8.89999 ]TJ (tur)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ ( mode)Tj [4.89999 ]TJ (l. )Tj /N230 1 Tf 0 -2.14999 TD 0.00031 Tc 0 Tw (Backpropagation)Tj /N296 1 Tf 7.12 0 TD -0.0007 Tc 0.1407 Tw ( )Tj [-10 ]TJ (- )Tj [-10 ]TJ (Neural network alg)Tj [9.3 ]TJ (o)Tj [-0.7 ]TJ (rithm for updating)Tj [9.3 ]TJ ( hidden lay)Tj [29.3 ]TJ (e)Tj [3.10001 ]TJ (r weig)Tj [9.3 ]TJ (hts. A )Tj -7.12 -1.14999 TD 0.0007 Tw (reliable technique, it is the backbone of many)Tj [29.3 ]TJ ( neural networks. )Tj /N230 1 Tf 0 -2.14999 TD 0.0004 Tc 0.0296 Tw (Bag of words)Tj /N296 1 Tf 5.50999 0 TD -0.0006 Tc 0.0206 Tw ( )Tj [-10 ]TJ (\226 )Tj [-10 ]TJ (Document )Tj [-10 ]TJ (representation )Tj [-10 ]TJ (consisting)Tj [9.39999 ]TJ ( of a list of words and the number )Tj -5.50999 -1.14999 TD 0.0006 Tc -0.0006 Tw (of)Tj [3.60001 ]TJ ( time)Tj [4.39999 ]TJ (s the)Tj [4.39999 ]TJ ( wor)Tj [3.60001 ]TJ (d)Tj [0.60001 ]TJ (s a)Tj [4.39999 ]TJ (ppe)Tj [4.39999 ]TJ (a)Tj [4.39999 ]TJ (r)Tj [3.60001 ]TJ ( \()Tj [3.60001 ]TJ (t)Tj [-1.60001 ]TJ (e)Tj [4.39999 ]TJ (r)Tj [3.60001 ]TJ (m f)Tj [3.60001 ]TJ (r)Tj [3.60001 ]TJ (e)Tj [4.39999 ]TJ (que)Tj [4.39999 ]TJ (nc)Tj [4.39999 ]TJ (y)Tj [30.60001 ]TJ (\))Tj [3.60001 ]TJ (. )Tj /N230 1 Tf 0 -2.14999 TD 0.0022 Tc 0.43781 Tw (Bay)Tj [6 ]TJ (e)Tj [6 ]TJ (s)Tj [1.39999 ]TJ (ian ne)Tj [6 ]TJ (twork)Tj /N296 1 Tf 7.81 0 TD -0.00031 Tc 0.4303 Tw ( )Tj [-10 ]TJ (\226 )Tj [-10 ]TJ (A probabilistic network storing)Tj [9.7 ]TJ ( the believed conditional )Tj -7.81 -1.14999 TD 0.00079 Tc 0.0392 Tw (de)Tj [4.60001 ]TJ (pe)Tj [4.60001 ]TJ (nde)Tj [4.60001 ]TJ (nc)Tj [4.60001 ]TJ (ie)Tj [4.60001 ]TJ (s )Tj [-10 ]TJ (be)Tj [4.60001 ]TJ (twe)Tj [4.60001 ]TJ (e)Tj [4.60001 ]TJ (n)Tj [0.8 ]TJ ( va)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (i)Tj [-1.39999 ]TJ (a)Tj [4.60001 ]TJ (b)Tj [0.8 ]TJ (le)Tj [4.60001 ]TJ (s. J)Tj [-10 ]TJ (o)Tj [0.8 ]TJ (int pr)Tj [3.8 ]TJ (oba)Tj [4.60001 ]TJ (bility)Tj [30.8 ]TJ ( distr)Tj [3.8 ]TJ (i)Tj [-1.39999 ]TJ (butions spe)Tj [4.60001 ]TJ (c)Tj [4.60001 ]TJ (i)Tj [-1.39999 ]TJ (f)Tj [3.8 ]TJ (y)Tj [30.8 ]TJ ( the)Tj [4.60001 ]TJ ( pr)Tj [3.8 ]TJ (oba)Tj [4.60001 ]TJ (bility)Tj [30.8 ]TJ ( )Tj T* -0.00079 Tc 0.00079 Tw (of a set of values to a set of variables. )Tj /N230 1 Tf 0 -2.14999 TD 0.00079 Tc 0 Tw (C4.5)Tj /N296 1 Tf 1.92 0 TD -0.0004 Tc 0.0004 Tw ( \226 I)Tj [22.60001 ]TJ (D)Tj [1.8 ]TJ (3 variant, apply)Tj [29.60001 ]TJ (i)Tj [-2.60001 ]TJ (ng)Tj [9.60001 ]TJ ( rule post-pruning)Tj [9.60001 ]TJ ( and other additional techniques. )Tj /N230 1 Tf -1.92 -2.14999 TD 0.0018 Tc 0.31821 Tw (Case)Tj [5.60001 ]TJ ( re)Tj [5.60001 ]TJ (trie)Tj [5.60001 ]TJ (v)Tj [5.60001 ]TJ (a)Tj [1.8 ]TJ (l ne)Tj [5.60001 ]TJ (t)Tj /N296 1 Tf 7.86 0 TD 0.00079 Tc 0.3192 Tw ( \226 Ty)Tj [30.8 ]TJ (pe)Tj [4.60001 ]TJ ( of)Tj [3.8 ]TJ ( c)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (s)Tj [0 ]TJ (e)Tj [4.60001 ]TJ (-)Tj [3.8 ]TJ (ba)Tj [4.60001 ]TJ (se)Tj [4.60001 ]TJ (d r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (s)Tj [0 ]TJ (oning)Tj [10.8 ]TJ ( )Tj [10 ]TJ (a)Tj [4.60001 ]TJ (l)Tj [-1.39999 ]TJ (g)Tj [10.8 ]TJ (o)Tj [0.8 ]TJ (r)Tj [3.8 ]TJ (ithm, )Tj [10 ]TJ (stor)Tj [3.8 ]TJ (ing)Tj [10.8 ]TJ ( )Tj [10 ]TJ (simila)Tj [4.7 ]TJ (r)Tj [3.8 ]TJ (ity)Tj [30.8 ]TJ ( )Tj -7.86 -1.14999 TD -0.00191 Tc 0.00191 Tw (bet)Tj [-4.10001 ]TJ (w)Tj [0.3 ]TJ (een connect)Tj [-4.10001 ]TJ (ed el)Tj [-4.10001 ]TJ (em)Tj [-4.10001 ]TJ (ent)Tj [-4.10001 ]TJ (s)Tj [-2.7 ]TJ ( wi)Tj [-4.10001 ]TJ (t)Tj [-4.10001 ]TJ (h)Tj [-1.89999 ]TJ (i)Tj [-4.10001 ]TJ (n)Tj [-1.89999 ]TJ ( t)Tj [-4.10001 ]TJ (h)Tj [-1.89999 ]TJ (e net)Tj [-4.10001 ]TJ (w)Tj [0.3 ]TJ (ork. )Tj /N230 1 Tf 0 -2.14999 TD 0.00011 Tc 0.24989 Tw (Case-based reasoning)Tj /N296 1 Tf 9.28 0 TD 0.00079 Tc 0.24921 Tw ( \226 A me)Tj [4.60001 ]TJ (mor)Tj [3.8 ]TJ (y)Tj [30.8 ]TJ (-)Tj [3.8 ]TJ (b)Tj [0.8 ]TJ (a)Tj [4.60001 ]TJ (s)Tj [0 ]TJ (e)Tj [4.60001 ]TJ (d)Tj [0.8 ]TJ ( r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (s)Tj [0 ]TJ (oning)Tj [10.8 ]TJ ( a)Tj [4.60001 ]TJ (l)Tj [-1.39999 ]TJ (g)Tj [10.8 ]TJ (o)Tj [0.8 ]TJ (r)Tj [3.8 ]TJ (ithm, using)Tj [10.8 ]TJ ( a)Tj [4.60001 ]TJ ( )Tj [10 ]TJ (sy)Tj [30.8 ]TJ (mbolic)Tj [4.60001 ]TJ ( )Tj -9.28 -1.14999 TD -0.0013 Tc 0.0013 Tw (representation of cases \(as opposed to a vector space approach\). )Tj /N230 1 Tf 0 -2.14999 TD 0.00211 Tc 0.27789 Tw (Construc)Tj [5.89999 ]TJ (tiv)Tj [5.89999 ]TJ (e)Tj [5.89999 ]TJ ( induc)Tj [5.89999 ]TJ (tion-)Tj [5.10001 ]TJ (base)Tj [5.89999 ]TJ (d)Tj [2.10001 ]TJ ( le)Tj [5.89999 ]TJ (arning)Tj /N296 1 Tf 16.42 0 TD -0.0009 Tc 0.2809 Tw ( \226 I)Tj [22.10001 ]TJ (nductive log)Tj [9.10001 ]TJ (i)Tj [-3.10001 ]TJ (c prog)Tj [9.10001 ]TJ (ramming)Tj [9.10001 ]TJ ( approach, )Tj -16.42 -1.14999 TD 0.0009 Tw (where backg)Tj [9.10001 ]TJ (r)Tj [2.10001 ]TJ (ound knowledg)Tj [9.10001 ]TJ (e is used to aug)Tj [9.10001 ]TJ (m)Tj [-3.10001 ]TJ (ent the set of predicates used. )Tj /N230 1 Tf 0 -2.14999 TD 0.00191 Tc 0.05811 Tw (Cosine)Tj [5.7 ]TJ ( sim)Tj [-10.3 ]TJ (ilarity)Tj /N296 1 Tf 7.06 0 TD -0.00079 Tc 0.06081 Tw ( \226 dot product measure of the distance between two vectors. )Tj [10 ]TJ (This )Tj [10 ]TJ (is )Tj -7.06 -1.14999 TD -0.0009 Tc 0.0809 Tw (used to measure similarity)Tj [29.10001 ]TJ ( between two documents when the vector space )Tj [10 ]TJ (represents )Tj T* -0.00079 Tc 0.00079 Tw (document features. )Tj /N230 1 Tf 0 -2.14999 TD -0.002 Tc 0.242 Tw (Deci)Tj [-4.2 ]TJ (si)Tj [-4.2 ]TJ (on)Tj [-5.8 ]TJ ( t)Tj [-4.2 ]TJ (r)Tj [-2.8 ]TJ (ee)Tj /N296 1 Tf 5.64999 0 TD -0.0007 Tc 0.24071 Tw ( \226 Alg)Tj [9.3 ]TJ (o)Tj [-0.7 ]TJ (rithm using)Tj [9.3 ]TJ ( a tree, with each node of the tree )Tj [10 ]TJ (dividing)Tj [9.3 ]TJ ( )Tj [10 ]TJ (the )Tj -5.64999 -1.14999 TD -0.0014 Tc 0.0914 Tw (hy)Tj [28.60001 ]TJ (pot)Tj [-3.60001 ]TJ (hesi)Tj [-3.60001 ]TJ (s )Tj [-10 ]TJ (space )Tj [-10 ]TJ (usi)Tj [-3.60001 ]TJ (n)Tj [-1.39999 ]TJ (g)Tj [8.60001 ]TJ ( )Tj [-10 ]TJ (an at)Tj [-3.60001 ]TJ (t)Tj [-3.60001 ]TJ (r)Tj [1.60001 ]TJ (i)Tj [-3.60001 ]TJ (but)Tj [-3.60001 ]TJ (e. As t)Tj [-3.60001 ]TJ (h)Tj [-1.39999 ]TJ (e t)Tj [-3.60001 ]TJ (r)Tj [1.60001 ]TJ (ee i)Tj [-3.60001 ]TJ (s)Tj [-2.2 ]TJ ( t)Tj [-3.60001 ]TJ (r)Tj [1.60001 ]TJ (aversed, from)Tj [-3.60001 ]TJ ( t)Tj [-3.60001 ]TJ (op t)Tj [-3.60001 ]TJ (o)Tj [-1.39999 ]TJ ( bot)Tj [-3.60001 ]TJ (t)Tj [-3.60001 ]TJ (o)Tj [-1.39999 ]TJ (m)Tj [-3.60001 ]TJ (,)Tj [-1.39999 ]TJ ( t)Tj [-3.60001 ]TJ (h)Tj [-1.39999 ]TJ (e )Tj T* -0.00011 Tc 0.39011 Tw (hy)Tj [29.89999 ]TJ (pothesis )Tj [-10 ]TJ (space is increasing)Tj [9.89999 ]TJ (l)Tj [-2.3 ]TJ (y)Tj [29.89999 ]TJ ( sub-divided until only)Tj [29.89999 ]TJ ( one hy)Tj [29.89999 ]TJ (pothesis is left. )Tj T* -0.0006 Tc 0.0006 Tw (Decision trees can be easily)Tj [29.39999 ]TJ ( converted into classification rules. )Tj /N230 1 Tf 0 -2.14999 TD 0.0014 Tc 0 Tw (Entropy)Tj /N296 1 Tf 3.34 0 TD -0.00211 Tc 0.1721 Tw ( \226 A m)Tj [-4.3 ]TJ (easure of t)Tj [-4.3 ]TJ (h)Tj [-2.10001 ]TJ (e \223puri)Tj [-4.3 ]TJ (t)Tj [-4.3 ]TJ (y)Tj [27.89999 ]TJ (\224 of a col)Tj [-4.3 ]TJ (l)Tj [-4.3 ]TJ (ect)Tj [-4.3 ]TJ (i)Tj [-4.3 ]TJ (on of ex)Tj [-12.10001 ]TJ (am)Tj [-4.3 ]TJ (pl)Tj [-4.3 ]TJ (es. I)Tj [20.89999 ]TJ (t)Tj [-4.3 ]TJ ( m)Tj [-4.3 ]TJ (easures )Tj [10 ]TJ (t)Tj [-4.3 ]TJ (h)Tj [-2.10001 ]TJ (e )Tj -3.34 -1.14999 TD 0.0006 Tc 0.0394 Tw (dif)Tj [3.60001 ]TJ (f)Tj [3.60001 ]TJ (e)Tj [4.39999 ]TJ (r)Tj [3.60001 ]TJ (e)Tj [4.39999 ]TJ (nc)Tj [4.39999 ]TJ (e)Tj [4.39999 ]TJ ( )Tj [-10 ]TJ (be)Tj [4.39999 ]TJ (twe)Tj [4.39999 ]TJ (e)Tj [4.39999 ]TJ (n)Tj [0.60001 ]TJ ( the)Tj [4.39999 ]TJ ( numbe)Tj [4.39999 ]TJ (r)Tj [3.60001 ]TJ ( of)Tj [3.60001 ]TJ ( positive)Tj [4.39999 ]TJ ( a)Tj [4.39999 ]TJ (nd ne)Tj [4.39999 ]TJ (g)Tj [10.60001 ]TJ (a)Tj [4.39999 ]TJ (tive)Tj [4.39999 ]TJ ( e)Tj [4.39999 ]TJ (x)Tj [-9.39999 ]TJ (a)Tj [4.39999 ]TJ (m)Tj [-1.60001 ]TJ (ple)Tj [4.39999 ]TJ (s)Tj [-0.2 ]TJ ( \()Tj [3.60001 ]TJ (z)Tj [-5.5 ]TJ (e)Tj [4.39999 ]TJ (r)Tj [3.60001 ]TJ (o is a)Tj [4.39999 ]TJ ( \223)Tj [4.39999 ]TJ (pur)Tj [3.60001 ]TJ (e)Tj [4.39999 ]TJ (\224)Tj [4.39999 ]TJ ( or)Tj [3.60001 ]TJ ( )Tj T* -0.0011 Tc 0.0011 Tw (perfectly)Tj [28.89999 ]TJ ( balanced set\). )Tj /N230 1 Tf 0 -2.14999 TD 0.0022 Tc 0.0778 Tw (Finite)Tj [6 ]TJ ( state)Tj [6 ]TJ ( m)Tj [-10 ]TJ (a)Tj [2.2 ]TJ (c)Tj [6 ]TJ (h)Tj [-1.60001 ]TJ (ine)Tj /N296 1 Tf 8.63 0 TD -0.002 Tc 0.082 Tw ( \226 Deci)Tj [-4.2 ]TJ (si)Tj [-4.2 ]TJ (on t)Tj [-4.2 ]TJ (r)Tj [1 ]TJ (ees si)Tj [-4.2 ]TJ (t)Tj [-4.2 ]TJ (u)Tj [-2 ]TJ (at)Tj [-4.2 ]TJ (ed as st)Tj [-4.2 ]TJ (at)Tj [-4.2 ]TJ (es wi)Tj [-4.2 ]TJ (t)Tj [-4.2 ]TJ (h)Tj [-2 ]TJ (i)Tj [-4.2 ]TJ (n)Tj [-2 ]TJ ( )Tj [10 ]TJ (a )Tj [10 ]TJ (fi)Tj [-4.2 ]TJ (ni)Tj [-4.2 ]TJ (t)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ ( )Tj [10 ]TJ (st)Tj [-4.2 ]TJ (at)Tj [-4.2 ]TJ (e )Tj [10 ]TJ (m)Tj [-4.2 ]TJ (achi)Tj [-4.2 ]TJ (n)Tj [-2 ]TJ (e )Tj -8.63 -1.14999 TD -0.0005 Tc 0.0005 Tw (\(used in [)Tj [-7.5 ]TJ (70])Tj [-7.5 ]TJ (\). )Tj ET restore PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 21 21 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 21 )Tj /N230 1 Tf 0 59.55 TD 0.0014 Tc 0.0186 Tw (Ge)Tj [5.2 ]TJ (ne)Tj [5.2 ]TJ (tic)Tj [5.2 ]TJ ( algorithm)Tj /N296 1 Tf 7.50999 0 TD -0.00031 Tc 0.0103 Tw ( )Tj [-10 ]TJ (\226 )Tj [-10 ]TJ (L)Tj [20.5 ]TJ (earning)Tj [9.7 ]TJ ( )Tj [-10 ]TJ (alg)Tj [9.7 ]TJ (o)Tj [-0.3 ]TJ (rithm that supports a population of hy)Tj [29.7 ]TJ (potheses, and )Tj -7.50999 -1.14999 TD -0.0005 Tc 0.4005 Tw (evolves them by)Tj [29.5 ]TJ ( survival of the fittest, )Tj [10 ]TJ (cross-over )Tj [10 ]TJ (\(combining)Tj [9.5 ]TJ ( )Tj [10 ]TJ (two )Tj [10 ]TJ (successful )Tj T* -0.0002 Tc 0.0002 Tw (hy)Tj [29.8 ]TJ (potheses\) and mutation. )Tj /N230 1 Tf 0 -2.14999 TD 0.00079 Tc 0.29919 Tw (Hierarchical agglom)Tj [-11.39999 ]TJ (eration clustering)Tj /N296 1 Tf 16.52 0 TD -0.00031 Tc 0.30029 Tw ( \226 Starts with one )Tj [10 ]TJ (document )Tj [10 ]TJ (cluster, )Tj [10 ]TJ (and )Tj -16.52 -1.14999 TD 0.00101 Tc 0.039 Tw (a)Tj [4.8 ]TJ (g)Tj [11 ]TJ (g)Tj [11 ]TJ (l)Tj [-1.2 ]TJ (ome)Tj [4.8 ]TJ (r)Tj [4 ]TJ (a)Tj [4.8 ]TJ (t)Tj [-1.2 ]TJ (e)Tj [4.8 ]TJ (s)Tj [0.2 ]TJ ( the)Tj [4.8 ]TJ ( most simila)Tj [4.8 ]TJ (r)Tj [4 ]TJ ( c)Tj [4.8 ]TJ (l)Tj [-1.2 ]TJ (uste)Tj [4.8 ]TJ (r)Tj [4 ]TJ (s)Tj [0.2 ]TJ ( until the)Tj [4.8 ]TJ ( de)Tj [4.8 ]TJ (sir)Tj [4 ]TJ (e)Tj [4.8 ]TJ (d )Tj [10 ]TJ (numbe)Tj [4.8 ]TJ (r)Tj [4 ]TJ ( )Tj [10 ]TJ (of)Tj [4 ]TJ ( )Tj [10 ]TJ (c)Tj [4.8 ]TJ (l)Tj [-1.2 ]TJ (uste)Tj [4.8 ]TJ (r)Tj [4 ]TJ (s)Tj [0.2 ]TJ ( )Tj [10 ]TJ (e)Tj [4.8 ]TJ (x)Tj [-9 ]TJ (ists. )Tj [10 ]TJ (TF)Tj [7.2 ]TJ (-)Tj T* -0.00031 Tc 0.00031 Tw (I)Tj [22.7 ]TJ (D)Tj [1.89999 ]TJ (F)Tj [5.89999 ]TJ ( is often used to weig)Tj [9.7 ]TJ (ht document vectors. )Tj /N230 1 Tf 0 -2.14999 TD 0.0006 Tc 0 Tw (IBPL)Tj /N296 1 Tf 2.28 0 TD 0.00079 Tc 0.13921 Tw ( )Tj [-10 ]TJ (\226 )Tj [-10 ]TJ (A me)Tj [4.60001 ]TJ (mor)Tj [3.8 ]TJ (y)Tj [30.8 ]TJ (-)Tj [3.8 ]TJ (b)Tj [0.8 ]TJ (a)Tj [4.60001 ]TJ (s)Tj [0 ]TJ (e)Tj [4.60001 ]TJ (d)Tj [0.8 ]TJ ( r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (s)Tj [0 ]TJ (oning)Tj [10.8 ]TJ ( a)Tj [4.60001 ]TJ (l)Tj [-1.39999 ]TJ (g)Tj [10.8 ]TJ (o)Tj [0.8 ]TJ (r)Tj [3.8 ]TJ (ithm, stor)Tj [3.8 ]TJ (ing)Tj [10.8 ]TJ ( situa)Tj [4.60001 ]TJ (tions a)Tj [4.60001 ]TJ (nd c)Tj [4.60001 ]TJ (l)Tj [-1.39999 ]TJ (a)Tj [4.60001 ]TJ (ssif)Tj [3.8 ]TJ (y)Tj [30.8 ]TJ (ing)Tj [10.8 ]TJ ( by)Tj [30.8 ]TJ ( )Tj -2.28 -1.14999 TD 0.0011 Tc -0.0011 Tw (c)Tj [4.89999 ]TJ (o)Tj [1.10001 ]TJ (mpa)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (ing)Tj [11.10001 ]TJ ( simila)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (ity)Tj [31.10001 ]TJ ( be)Tj [4.89999 ]TJ (twe)Tj [4.89999 ]TJ (e)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ ( situa)Tj [4.89999 ]TJ (tions. )Tj /N230 1 Tf 0 -2.14999 TD -0.0007 Tc 0 Tw (ID3)Tj /N296 1 Tf 1.61 0 TD -0.0005 Tc 0.0905 Tw ( \226 Classic decision tree learning)Tj [9.5 ]TJ ( alg)Tj [9.5 ]TJ (o)Tj [-0.5 ]TJ (rithm. Uses information g)Tj [9.5 ]TJ (a)Tj [3.3 ]TJ (in to )Tj [10 ]TJ (select )Tj [10 ]TJ (node )Tj -1.61 -1.14999 TD 0.0013 Tc 0 Tw (te)Tj [5.10001 ]TJ (r)Tj [4.3 ]TJ (m)Tj [-0.89999 ]TJ (s. )Tj /N230 1 Tf 0 -2.14999 TD -0.0007 Tc (ID4)Tj /N296 1 Tf 1.61 0 TD -0.0004 Tc 0.0004 Tw ( \226 Variant on I)Tj [22.60001 ]TJ (D)Tj [1.8 ]TJ (3. )Tj /N230 1 Tf -1.61 -2.14999 TD 0.00121 Tc -0.00121 Tw (Inform)Tj [-11 ]TJ (ation gain)Tj /N296 1 Tf 7.17 0 TD -0.0011 Tc 0.0011 Tw ( \226 Measure of the ex)Tj [-11.10001 ]TJ (pected reduction in entropy)Tj [28.89999 ]TJ ( of a term. )Tj /N230 1 Tf -7.17 -2.14999 TD -0.002 Tc 0.132 Tw (K)Tj [-5 ]TJ (eyw)Tj [-5 ]TJ (ord vect)Tj [-4.2 ]TJ (or)Tj /N296 1 Tf 6.48 0 TD -0.0009 Tc 0.13091 Tw ( \226 A vector of key)Tj [29.10001 ]TJ (w)Tj [1.3 ]TJ (ords. Vector has leng)Tj [9.10001 ]TJ (th equal to the number of )Tj -6.48 -1.14999 TD -0.00191 Tc 0.03191 Tw (t)Tj [-4.10001 ]TJ (e)Tj [1.89999 ]TJ (rm)Tj [-4.10001 ]TJ (s i)Tj [-4.10001 ]TJ (n)Tj [-1.89999 ]TJ ( a docum)Tj [-4.10001 ]TJ (ent)Tj [-4.10001 ]TJ ( set)Tj [-4.10001 ]TJ (,)Tj [-1.89999 ]TJ ( and val)Tj [-4.10001 ]TJ (u)Tj [-1.89999 ]TJ (es are t)Tj [-4.10001 ]TJ (h)Tj [-1.89999 ]TJ (e )Tj [10 ]TJ (frequency)Tj [28.10001 ]TJ ( )Tj [10 ]TJ (of )Tj [10 ]TJ (each )Tj [10 ]TJ (t)Tj [-4.10001 ]TJ (e)Tj [1.89999 ]TJ (rm)Tj [-4.10001 ]TJ ( )Tj [10 ]TJ (\(usual)Tj [-4.10001 ]TJ (l)Tj [-4.10001 ]TJ (y)Tj [28.10001 ]TJ ( )Tj [10 ]TJ (appl)Tj [-4.10001 ]TJ (i)Tj [-4.10001 ]TJ (e)Tj [1.89999 ]TJ (d )Tj [10 ]TJ (t)Tj [-4.10001 ]TJ (o)Tj [-1.89999 ]TJ ( )Tj T* -0.00079 Tc 0.00079 Tw (a document to g)Tj [9.2 ]TJ (i)Tj [-3 ]TJ (ve a document vector\). )Tj /N230 1 Tf 0 -2.14999 TD -0.00011 Tc 0 Tw (LikeIt)Tj /N296 1 Tf 2.5 0 TD -0.0007 Tc 0.0507 Tw ( \226 An alg)Tj [9.3 ]TJ (o)Tj [-0.7 ]TJ (rithm to measure distance between two string)Tj [9.3 ]TJ (s, based on the )Tj [10 ]TJ (number )Tj -2.5 -1.14999 TD -0.0004 Tc 0.0004 Tw (of character/sy)Tj [29.60001 ]TJ (m)Tj [-2.60001 ]TJ (bolic transformations to make first string)Tj [9.60001 ]TJ ( into the second string)Tj [9.60001 ]TJ (. )Tj /N230 1 Tf 0 -2.14999 TD -0.0002 Tc 0.0202 Tw (Mem)Tj [-12.39999 ]TJ (o)Tj [-0.2 ]TJ (ry-based reasoning)Tj /N296 1 Tf 10.5 0 TD -0.0006 Tc 0.0206 Tw ( \226 Ex)Tj [-10.60001 ]TJ (ample-based classifier, storing)Tj [9.39999 ]TJ ( all )Tj [10 ]TJ (labelled )Tj [10 ]TJ (ex)Tj [-10.60001 ]TJ (amples )Tj [10 ]TJ (in )Tj -10.5 -1.14999 TD -0.00031 Tc 0.11031 Tw (memory)Tj [29.7 ]TJ (, )Tj [-10 ]TJ (and )Tj [-10 ]TJ (determining)Tj [9.7 ]TJ ( )Tj [-10 ]TJ (similarity)Tj [29.7 ]TJ ( )Tj [-10 ]TJ (at run-time. The nearest neig)Tj [9.7 ]TJ (hbour alg)Tj [9.7 ]TJ (o)Tj [-0.3 ]TJ (rithm is )Tj T* -0.002 Tc 0.382 Tw (an )Tj [-10 ]TJ (ex)Tj [-12 ]TJ (am)Tj [-4.2 ]TJ (pl)Tj [-4.2 ]TJ (e )Tj [-10 ]TJ (of m)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ (m)Tj [-4.2 ]TJ (o)Tj [-2 ]TJ (ry)Tj [28 ]TJ (-based reasoni)Tj [-4.2 ]TJ (ng)Tj [8 ]TJ (, where l)Tj [-4.2 ]TJ (a)Tj [1.8 ]TJ (bel)Tj [-4.2 ]TJ (l)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ (d ex)Tj [-12 ]TJ (am)Tj [-4.2 ]TJ (pl)Tj [-4.2 ]TJ (es are hel)Tj [-4.2 ]TJ (d)Tj [-2 ]TJ ( as )Tj T* -0.0005 Tc 0.0005 Tw (document vectors. )Tj /N230 1 Tf 0 -2.14999 TD 0.00169 Tc 0.1683 Tw (Minim)Tj [-10.5 ]TJ (u)Tj [-2.10001 ]TJ (m)Tj [-10.5 ]TJ ( de)Tj [5.5 ]TJ (sc)Tj [5.5 ]TJ (ription le)Tj [5.5 ]TJ (ngth)Tj /N296 1 Tf 12.17 0 TD -0.0002 Tc 0.1702 Tw ( \226 Principle that favours hy)Tj [29.8 ]TJ (pothesis )Tj [10 ]TJ (with )Tj [10 ]TJ (the )Tj [10 ]TJ (smallest )Tj -12.17 -1.14999 TD -0.0005 Tc 0.0005 Tw (number of terms over long)Tj [9.5 ]TJ (er ones. This ensures simple hy)Tj [29.5 ]TJ (potheses dominate. )Tj /N230 1 Tf 0 -2.14999 TD 0.00191 Tc -0.00191 Tw (Multi-)Tj [4.89999 ]TJ (v)Tj [5.7 ]TJ (a)Tj [1.89999 ]TJ (riate)Tj [5.7 ]TJ ( Be)Tj [5.7 ]TJ (rnoulli f)Tj [4.89999 ]TJ (o)Tj [1.89999 ]TJ (rm)Tj [-10.3 ]TJ (ulation)Tj /N296 1 Tf 14.88 0 TD -0.0009 Tc 0.0009 Tw ( \226 A specific ty)Tj [29.10001 ]TJ (pe of na\357ve B)Tj [6.10001 ]TJ (a)Tj [2.89999 ]TJ (y)Tj [29.10001 ]TJ (e)Tj [2.89999 ]TJ (sian classifier. )Tj /N230 1 Tf -14.88 -2.14999 TD 0.0018 Tc 0.2782 Tw (Mutual inf)Tj [4.8 ]TJ (o)Tj [1.8 ]TJ (rm)Tj [-10.39999 ]TJ (ation)Tj /N296 1 Tf 8.57001 0 TD 0.0006 Tc 0.2794 Tw ( -)Tj [3.60001 ]TJ ( Ty)Tj [30.60001 ]TJ (pe)Tj [4.39999 ]TJ ( of)Tj [3.60001 ]TJ ( inf)Tj [3.60001 ]TJ (o)Tj [0.60001 ]TJ (r)Tj [3.60001 ]TJ (m)Tj [-1.60001 ]TJ (a)Tj [4.39999 ]TJ (tion me)Tj [4.39999 ]TJ (a)Tj [4.39999 ]TJ (s)Tj [-0.2 ]TJ (ur)Tj [3.60001 ]TJ (e)Tj [4.39999 ]TJ (,)Tj [0.60001 ]TJ ( use)Tj [4.39999 ]TJ (d)Tj [0.60001 ]TJ ( to )Tj [10 ]TJ (we)Tj [4.39999 ]TJ (ig)Tj [10.60001 ]TJ (ht )Tj [10 ]TJ (te)Tj [4.39999 ]TJ (r)Tj [3.60001 ]TJ (m)Tj [-1.60001 ]TJ (s )Tj [10 ]TJ (with )Tj -8.57001 -1.14999 TD -0.0007 Tw (r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ (spe)Tj [4.5 ]TJ (c)Tj [4.5 ]TJ (t)Tj [-1.5 ]TJ ( to positive)Tj [4.5 ]TJ ( e)Tj [4.5 ]TJ (x)Tj [-9.3 ]TJ (a)Tj [4.5 ]TJ (m)Tj [-1.5 ]TJ (ple)Tj [4.5 ]TJ (s)Tj [-0.10001 ]TJ (. )Tj /N230 1 Tf 0 -2.14999 TD -0.0022 Tc 0.1422 Tw (Na\357)Tj [-4.39999 ]TJ (ve B)Tj [-5.2 ]TJ (a)Tj [-2.2 ]TJ (yes )Tj [10 ]TJ (cl)Tj [-4.39999 ]TJ (assi)Tj [-4.39999 ]TJ (fi)Tj [-4.39999 ]TJ (er)Tj /N296 1 Tf 9.31 0 TD -0.0005 Tc 0.13049 Tw ( \226 Probabilistic classifier based around B)Tj [6.5 ]TJ (a)Tj [3.3 ]TJ (y)Tj [29.5 ]TJ (e)Tj [3.3 ]TJ (s theorem. Term )Tj -9.31 -1.14999 TD 0.0007 Tc 0.25929 Tw (pr)Tj [3.7 ]TJ (oba)Tj [4.5 ]TJ (bilitie)Tj [4.5 ]TJ (s )Tj [-10 ]TJ (a)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ ( )Tj [-10 ]TJ (a)Tj [4.5 ]TJ (ssig)Tj [10.7 ]TJ (n)Tj [0.7 ]TJ (e)Tj [4.5 ]TJ (d)Tj [0.7 ]TJ ( to c)Tj [4.5 ]TJ (l)Tj [-1.5 ]TJ (a)Tj [4.5 ]TJ (sse)Tj [4.5 ]TJ (s, a)Tj [4.5 ]TJ (nd f)Tj [3.7 ]TJ (o)Tj [0.7 ]TJ (r)Tj [3.7 ]TJ ( a)Tj [4.5 ]TJ ( ne)Tj [4.5 ]TJ (w doc)Tj [4.5 ]TJ (ume)Tj [4.5 ]TJ (n)Tj [0.7 ]TJ (t the)Tj [4.5 ]TJ ( pr)Tj [3.7 ]TJ (oba)Tj [4.5 ]TJ (bility)Tj [30.7 ]TJ ( of)Tj [3.7 ]TJ ( )Tj T* -0.00031 Tc 0.00031 Tw (belong)Tj [9.7 ]TJ (ing)Tj [9.7 ]TJ ( to any)Tj [29.7 ]TJ ( particular class is computed. )Tj /N230 1 Tf 0 -2.14999 TD 0.0004 Tc 0.43961 Tw (Nearest neighbour)Tj /N296 1 Tf 8.14 0 TD -0.002 Tc 0.442 Tw ( \226 L)Tj [18.8 ]TJ (earni)Tj [-4.2 ]TJ (ng)Tj [8 ]TJ ( al)Tj [-4.2 ]TJ (g)Tj [8 ]TJ (o)Tj [-2 ]TJ (ri)Tj [-4.2 ]TJ (t)Tj [-4.2 ]TJ (h)Tj [-2 ]TJ (m)Tj [-4.2 ]TJ ( t)Tj [-4.2 ]TJ (h)Tj [-2 ]TJ (at)Tj [-4.2 ]TJ ( m)Tj [-4.2 ]TJ (easures t)Tj [-4.2 ]TJ (h)Tj [-2 ]TJ (e di)Tj [-4.2 ]TJ (st)Tj [-4.2 ]TJ (ance bet)Tj [-4.2 ]TJ (w)Tj [0.2 ]TJ (een )Tj -8.14 -1.14999 TD -0.0009 Tc 0.40089 Tw (document vectors within a vector space representation. The distance )Tj [10 ]TJ (indicates )Tj T* -0.0002 Tc 0.0002 Tw (similarity)Tj [29.8 ]TJ ( of documents \(the nearest neig)Tj [9.8 ]TJ (hbours\) \226 cosine similarity)Tj [29.8 ]TJ ( is often used. )Tj /N230 1 Tf 0 -2.14999 TD 0.0006 Tc 0.26939 Tw (Neural network)Tj /N296 1 Tf 6.75 0 TD -0.0002 Tc 0.2702 Tw ( \226 Network of units, with inputs usually)Tj [29.8 ]TJ ( representing)Tj [9.8 ]TJ ( terms )Tj [10 ]TJ (and )Tj -6.75 -1.14999 TD -0.0005 Tc 0.33051 Tw (outputs classes. Connections between units have weig)Tj [9.5 ]TJ (hts, which )Tj [10 ]TJ (are )Tj [10 ]TJ (trained )Tj [10 ]TJ (by)Tj [29.5 ]TJ ( )Tj T* 0.0005 Tw (loading)Tj [9.5 ]TJ ( ex)Tj [-10.5 ]TJ (amples \(using)Tj [9.5 ]TJ ( a training)Tj [9.5 ]TJ ( rule such as backpropag)Tj [9.5 ]TJ (a)Tj [3.3 ]TJ (tion to update weig)Tj [9.5 ]TJ (hts\). )Tj /N230 1 Tf 0 -2.14999 TD 0.0014 Tc 0.1786 Tw (npdm)Tj [-10.8 ]TJ ( m)Tj [-10.8 ]TJ (e)Tj [5.2 ]TJ (tric)Tj /N296 1 Tf 5.39999 0 TD -0.00211 Tc 0.1721 Tw ( )Tj [-10 ]TJ (\226 )Tj [-10 ]TJ (com)Tj [-4.3 ]TJ (p)Tj [-2.10001 ]TJ (arat)Tj [-4.3 ]TJ (i)Tj [-4.3 ]TJ (v)Tj [-2.10001 ]TJ (e )Tj [-10 ]TJ (m)Tj [-4.3 ]TJ (easurem)Tj [-4.3 ]TJ (ent)Tj [-4.3 ]TJ ( )Tj [-10 ]TJ (of how docum)Tj [-4.3 ]TJ (ent)Tj [-4.3 ]TJ (s)Tj [-2.89999 ]TJ ( rank rel)Tj [-4.3 ]TJ (a)Tj [1.7 ]TJ (t)Tj [-4.3 ]TJ (i)Tj [-4.3 ]TJ (v)Tj [-2.10001 ]TJ (e t)Tj [-4.3 ]TJ (o)Tj [-2.10001 ]TJ ( each )Tj -5.39999 -1.14999 TD -0.00079 Tc 0 Tw (other. )Tj ET PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 22 22 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 22 )Tj /N230 1 Tf 0 59.55 TD 0.00031 Tc 0.2697 Tw (Pearson correlation)Tj /N296 1 Tf 8.47 0 TD -0.0004 Tc 0.2704 Tw ( \226 Ty)Tj [29.60001 ]TJ (pe of information measure, used to weig)Tj [9.60001 ]TJ (ht terms with )Tj -8.47 -1.14999 TD 0.0007 Tc -0.0007 Tw (r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ (spe)Tj [4.5 ]TJ (c)Tj [4.5 ]TJ (t)Tj [-1.5 ]TJ ( to positive)Tj [4.5 ]TJ ( a)Tj [4.5 ]TJ (nd ne)Tj [4.5 ]TJ (g)Tj [10.7 ]TJ (a)Tj [4.5 ]TJ (tive)Tj [4.5 ]TJ ( e)Tj [4.5 ]TJ (x)Tj [-9.3 ]TJ (a)Tj [4.5 ]TJ (m)Tj [-1.5 ]TJ (ple)Tj [4.5 ]TJ (s)Tj [-0.10001 ]TJ (. )Tj /N230 1 Tf 0 -2.14999 TD 0.0016 Tc 0.1384 Tw (Princ)Tj [5.39999 ]TJ (i)Tj [-0.60001 ]TJ (pal c)Tj [5.39999 ]TJ (o)Tj [1.60001 ]TJ (m)Tj [-10.60001 ]TJ (pone)Tj [5.39999 ]TJ (n)Tj [-2.2 ]TJ (t div)Tj [5.39999 ]TJ (i)Tj [-0.60001 ]TJ (siv)Tj [5.39999 ]TJ (e)Tj [5.39999 ]TJ ( partitioning)Tj /N296 1 Tf 17.53999 0 TD 0.0002 Tc 0.12981 Tw ( )Tj [-10 ]TJ (\226 )Tj [-10 ]TJ (Top down clustering)Tj [10.2 ]TJ ( method, splitting)Tj [10.2 ]TJ ( )Tj -17.53999 -1.14999 TD -0.0005 Tc 0.02049 Tw (the training)Tj [9.5 ]TJ ( set until small enoug)Tj [9.5 ]TJ (h clusters have been formed. A binary)Tj [29.5 ]TJ ( )Tj [10 ]TJ (tree )Tj [10 ]TJ (thus )Tj [10 ]TJ (holds )Tj T* -0.00169 Tc 0.00169 Tw (t)Tj [-3.89999 ]TJ (h)Tj [-1.7 ]TJ (e cl)Tj [-3.89999 ]TJ (ust)Tj [-3.89999 ]TJ (e)Tj [2.10001 ]TJ (rs. )Tj /N230 1 Tf 0 -2.14999 TD 0.0024 Tc 0.26759 Tw (Re)Tj [6.2 ]TJ (inf)Tj [5.39999 ]TJ (o)Tj [2.39999 ]TJ (rc)Tj [6.2 ]TJ (e)Tj [6.2 ]TJ (m)Tj [-9.8 ]TJ (e)Tj [6.2 ]TJ (n)Tj [-1.39999 ]TJ (t le)Tj [6.2 ]TJ (arning)Tj /N296 1 Tf 10.14999 0 TD -0.0011 Tc 0.26109 Tw ( \226 L)Tj [19.7 ]TJ (earning)Tj [8.89999 ]TJ ( alg)Tj [8.89999 ]TJ (o)Tj [-1.10001 ]TJ (rithm where actions produce rewards or )Tj -10.14999 -1.14999 TD 0.0007 Tc -0.0007 Tw (pe)Tj [4.5 ]TJ (na)Tj [4.5 ]TJ (ltie)Tj [4.5 ]TJ (s, thus the)Tj [4.5 ]TJ ( most r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ (wa)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ (d)Tj [0.7 ]TJ (ing)Tj [10.7 ]TJ ( se)Tj [4.5 ]TJ (que)Tj [4.5 ]TJ (nc)Tj [4.5 ]TJ (e)Tj [4.5 ]TJ ( of)Tj [3.7 ]TJ ( a)Tj [4.5 ]TJ (c)Tj [4.5 ]TJ (tions is r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ (inf)Tj [3.7 ]TJ (o)Tj [0.7 ]TJ (r)Tj [3.7 ]TJ (c)Tj [4.5 ]TJ (e)Tj [4.5 ]TJ (d)Tj [0.7 ]TJ ( \()Tj [3.7 ]TJ (h)Tj [0.7 ]TJ (e)Tj [4.5 ]TJ (n)Tj [0.7 ]TJ (c)Tj [4.5 ]TJ (e)Tj [4.5 ]TJ ( le)Tj [4.5 ]TJ (a)Tj [4.5 ]TJ (r)Tj [3.7 ]TJ (nt\))Tj [3.7 ]TJ (.)Tj [0.7 ]TJ ( )Tj /N230 1 Tf 0 -2.14999 TD -0.0023 Tc 0.13229 Tw (R)Tj [-5.3 ]TJ (o)Tj [-2.3 ]TJ (cch)Tj [-6.10001 ]TJ (i)Tj [-4.5 ]TJ (o)Tj [-2.3 ]TJ ( cl)Tj [-4.5 ]TJ (assi)Tj [-4.5 ]TJ (fi)Tj [-4.5 ]TJ (er)Tj /N296 1 Tf 7.49001 0 TD 0.0005 Tc 0.1295 Tw ( \226 L)Tj [21.3 ]TJ (e)Tj [4.3 ]TJ (a)Tj [4.3 ]TJ (r)Tj [3.5 ]TJ (ning)Tj [10.5 ]TJ ( a)Tj [4.3 ]TJ (l)Tj [-1.7 ]TJ (g)Tj [10.5 ]TJ (o)Tj [0.5 ]TJ (r)Tj [3.5 ]TJ (ithm, of)Tj [3.5 ]TJ (te)Tj [4.3 ]TJ (n use)Tj [4.3 ]TJ (d)Tj [0.5 ]TJ ( with TF)Tj [6.7 ]TJ (-)Tj [3.5 ]TJ (I)Tj [23.5 ]TJ (DF)Tj [6.7 ]TJ ( we)Tj [4.3 ]TJ (ig)Tj [10.5 ]TJ (hting)Tj [10.5 ]TJ (s)Tj [-0.3 ]TJ (. Cla)Tj [4.3 ]TJ (ss )Tj -7.49001 -1.14999 TD 0.00079 Tc 0.2092 Tw (te)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (m)Tj [-1.39999 ]TJ ( ve)Tj [4.60001 ]TJ (c)Tj [4.60001 ]TJ (t)Tj [-1.39999 ]TJ (or)Tj [3.8 ]TJ (s a)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ ( c)Tj [4.60001 ]TJ (o)Tj [0.8 ]TJ (mpute)Tj [4.60001 ]TJ (d)Tj [0.8 ]TJ ( by)Tj [30.8 ]TJ ( summing)Tj [10.8 ]TJ ( )Tj [10 ]TJ (positive)Tj [4.60001 ]TJ ( )Tj [10 ]TJ (e)Tj [4.60001 ]TJ (x)Tj [-9.2 ]TJ (a)Tj [4.60001 ]TJ (m)Tj [-1.39999 ]TJ (ple)Tj [4.60001 ]TJ ( )Tj [10 ]TJ (we)Tj [4.60001 ]TJ (ig)Tj [10.8 ]TJ (hts )Tj [10 ]TJ (a)Tj [4.60001 ]TJ (nd )Tj [10 ]TJ (subtr)Tj [3.8 ]TJ (a)Tj [4.60001 ]TJ (c)Tj [4.60001 ]TJ (ting)Tj [10.8 ]TJ ( )Tj T* -0.0022 Tc 0.0022 Tw (neg)Tj [7.8 ]TJ (a)Tj [1.60001 ]TJ (t)Tj [-4.39999 ]TJ (i)Tj [-4.39999 ]TJ (v)Tj [-2.2 ]TJ (e ex)Tj [-12.2 ]TJ (am)Tj [-4.39999 ]TJ (pl)Tj [-4.39999 ]TJ (e wei)Tj [-4.39999 ]TJ (g)Tj [7.8 ]TJ (ht)Tj [-4.39999 ]TJ (s. )Tj /N230 1 Tf 0 -2.14999 TD 0.0029 Tc 0 Tw (Sav)Tj [6.7 ]TJ (a)Tj [2.89999 ]TJ (nt)Tj /N296 1 Tf 2.84 0 TD -0.0007 Tc 0.0007 Tw ( \226 Ty)Tj [29.3 ]TJ (pe of TF)Tj [5.5 ]TJ (-I)Tj [22.3 ]TJ (DF)Tj [5.5 ]TJ ( alg)Tj [9.3 ]TJ (o)Tj [-0.7 ]TJ (rithm. )Tj /N230 1 Tf -2.84 -2.14999 TD 0.0025 Tc 0.08749 Tw (Se)Tj [6.3 ]TJ (le)Tj [6.3 ]TJ (c)Tj [6.3 ]TJ (tiv)Tj [6.3 ]TJ (e)Tj [6.3 ]TJ ( induc)Tj [6.3 ]TJ (tion le)Tj [6.3 ]TJ (arning)Tj /N296 1 Tf 11.75 0 TD -0.0007 Tc 0.0907 Tw ( \226 this is the same as I)Tj [22.3 ]TJ (nductive log)Tj [9.3 ]TJ (i)Tj [-2.89999 ]TJ (c prog)Tj [9.3 ]TJ (ramming)Tj [9.3 ]TJ ( \(see )Tj -11.75 -1.14999 TD 0.0006 Tw (AQ15c alg)Tj [9.39999 ]TJ (o)Tj [-0.60001 ]TJ (rithm\). )Tj /N230 1 Tf 0 -2.14999 TD 0.0027 Tc 0 Tw (SMART)Tj /N296 1 Tf 3.39999 0 TD -0.0005 Tc 0.0905 Tw ( \226 An index)Tj [-10.5 ]TJ (i)Tj [-2.7 ]TJ (ng)Tj [9.5 ]TJ ( eng)Tj [9.5 ]TJ (i)Tj [-2.7 ]TJ (ne, which converts documents into document vectors. I)Tj [22.5 ]TJ (t)Tj [-2.7 ]TJ ( )Tj -3.39999 -1.14999 TD -0.0006 Tc 0.0006 Tw (uses TF)Tj [5.60001 ]TJ (-I)Tj [22.39999 ]TJ (DF)Tj [5.60001 ]TJ ( weig)Tj [9.39999 ]TJ (hting)Tj [9.39999 ]TJ (.)Tj [-0.60001 ]TJ ( )Tj /N230 1 Tf 0 -2.14999 TD 0.0034 Tc 0 Tw (Ste)Tj [7.2 ]TJ (m)Tj [-8.8 ]TJ (m)Tj [-8.8 ]TJ (i)Tj [1.2 ]TJ (ng)Tj /N296 1 Tf 4.2 0 TD -0.0007 Tc 0.13071 Tw ( \226 Removal of suffix)Tj [-10.7 ]TJ (e)Tj [3.10001 ]TJ (s from words. Used to )Tj [10 ]TJ (reduce )Tj [10 ]TJ (the )Tj [10 ]TJ (number )Tj [10 ]TJ (of )Tj [10 ]TJ (terms )Tj -4.2 -1.14999 TD -0.0005 Tc 0.0005 Tw (that are sy)Tj [29.5 ]TJ (nony)Tj [29.5 ]TJ (ms in a tex)Tj [-10.5 ]TJ (t)Tj [-2.7 ]TJ (ual document. )Tj /N230 1 Tf 0 -2.14999 TD -0.00079 Tc 0 Tw (TF)Tj /N296 1 Tf 1.28 0 TD 0.0004 Tc 0.1096 Tw ( \226 Te)Tj [4.2 ]TJ (r)Tj [3.39999 ]TJ (m)Tj [-1.8 ]TJ ( f)Tj [3.39999 ]TJ (r)Tj [3.39999 ]TJ (e)Tj [4.2 ]TJ (que)Tj [4.2 ]TJ (nc)Tj [4.2 ]TJ (y)Tj [30.39999 ]TJ (.)Tj [0.39999 ]TJ ( The)Tj [4.2 ]TJ ( numbe)Tj [4.2 ]TJ (r)Tj [3.39999 ]TJ ( of)Tj [3.39999 ]TJ ( time)Tj [4.2 ]TJ (s a)Tj [4.2 ]TJ ( te)Tj [4.2 ]TJ (r)Tj [3.39999 ]TJ (m)Tj [-1.8 ]TJ ( \()Tj [3.39999 ]TJ (o)Tj [0.39999 ]TJ (f)Tj [3.39999 ]TJ (t)Tj [-1.8 ]TJ (e)Tj [4.2 ]TJ (n)Tj [0.39999 ]TJ ( a)Tj [4.2 ]TJ ( wor)Tj [3.39999 ]TJ (d)Tj [0.39999 ]TJ ( or)Tj [3.39999 ]TJ ( phr)Tj [3.39999 ]TJ (a)Tj [4.2 ]TJ (s)Tj [-0.39999 ]TJ (e)Tj [4.2 ]TJ (\))Tj [3.39999 ]TJ ( )Tj [10 ]TJ (oc)Tj [4.2 ]TJ (c)Tj [4.3 ]TJ (u)Tj [0.39999 ]TJ (r)Tj [3.39999 ]TJ (s)Tj [-0.39999 ]TJ ( )Tj -1.28 -1.14999 TD 0.0006 Tc -0.0006 Tw (within a)Tj [4.39999 ]TJ ( doc)Tj [4.39999 ]TJ (ume)Tj [4.39999 ]TJ (n)Tj [0.60001 ]TJ (t. )Tj /N230 1 Tf 0 -2.14999 TD -0.0007 Tc 0 Tw (TF-IDF)Tj /N296 1 Tf 3.39 0 TD -0.00101 Tc 0.11099 Tw ( \226 Term frequency)Tj [29 ]TJ ( \226 I)Tj [22 ]TJ (nverse Document )Tj [10 ]TJ (F)Tj [5.2 ]TJ (r)Tj [2 ]TJ (equency)Tj [29 ]TJ (.)Tj [-1 ]TJ ( )Tj [10 ]TJ (Alg)Tj [9 ]TJ (o)Tj [-1 ]TJ (rithm )Tj [10 ]TJ (for )Tj [10 ]TJ (assig)Tj [9 ]TJ (n)Tj [-1 ]TJ (ing)Tj [9 ]TJ ( )Tj -3.39 -1.14999 TD 0.00101 Tc 0.119 Tw (we)Tj [4.8 ]TJ (ig)Tj [11 ]TJ (hts to te)Tj [4.8 ]TJ (r)Tj [4 ]TJ (m)Tj [-1.2 ]TJ (s in a)Tj [4.8 ]TJ ( doc)Tj [4.8 ]TJ (ume)Tj [4.8 ]TJ (n)Tj [1 ]TJ (t se)Tj [4.8 ]TJ (t, bia)Tj [4.8 ]TJ (s)Tj [0.2 ]TJ (e)Tj [4.8 ]TJ (d)Tj [1 ]TJ ( to we)Tj [4.8 ]TJ (ig)Tj [11 ]TJ (ht the)Tj [4.8 ]TJ ( most disc)Tj [4.8 ]TJ (r)Tj [4 ]TJ (imina)Tj [4.8 ]TJ (ting)Tj [11 ]TJ ( te)Tj [4.8 ]TJ (r)Tj [4 ]TJ (m)Tj [-1.2 ]TJ (s )Tj T* 0.0002 Tc 0 Tw (hig)Tj [10.2 ]TJ (h)Tj [0.2 ]TJ (est. )Tj ET PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 23 23 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 23 )Tj /N297 1 Tf 14.03999 0 0 14.03999 89.92059 757.0403 Tm -0.0007 Tc 0.7058 Tw (8 References )Tj /N296 1 Tf 12 0 0 12 89.92059 737.1203 Tm 0.007 Tc 0 Tw ([1)Tj [7 ]TJ (] )Tj /N232 1 Tf 2.82001 0 TD 0.0013 Tc (Balabanovi)Tj /N231 1 Tf 4.85001 0 TD 0 Tc ct_Dict begin ct_MakeOCF begin ct_GlyphDirProcs begin /FMOFIF+TimesNewRoman,Bold 1 GetGlyphDirectory 252 | ! end end end (\000\374)Tj /N232 1 Tf 0.44 0 TD 0.00191 Tc 0.1481 Tw (, M)Tj [5.7 ]TJ (.)Tj [1.89999 ]TJ ( Shoham)Tj [14.89999 ]TJ (,)Tj [1.89999 ]TJ ( Y)Tj [4.10001 ]TJ (.)Tj [1.89999 ]TJ ( Y)Tj [4.10001 ]TJ (un, Y)Tj [4.10001 ]TJ (.)Tj /N296 1 Tf 11.22 0 TD 0.0005 Tc 0.1395 Tw ( )Tj [-10 ]TJ (\223)Tj [4.3 ]TJ (A)Tj [2.7 ]TJ (n Ada)Tj [4.3 ]TJ (p)Tj [0.5 ]TJ (tive)Tj [4.3 ]TJ ( Ag)Tj [10.5 ]TJ (e)Tj [4.3 ]TJ (n)Tj [0.5 ]TJ (t f)Tj [3.5 ]TJ (o)Tj [0.5 ]TJ (r)Tj [3.5 ]TJ ( Automa)Tj [4.3 ]TJ (te)Tj [4.3 ]TJ (d )Tj -16.50999 -1.14999 TD -0.00031 Tc 0.72031 Tw (W)Tj [-6.5 ]TJ (e)Tj [3.5 ]TJ (b B)Tj [6.7 ]TJ (r)Tj [2.7 ]TJ (owsing)Tj [9.7 ]TJ (\224, )Tj /N299 1 Tf 8.39 0 TD -0.00011 Tc 0.7101 Tw (In )Tj [-10 ]TJ (Journal of Visual Communication and Image )Tj -8.39 -1.14999 TD -0.0006 Tc 0.0006 Tw (Representation, 6\()Tj [12.39999 ]TJ (4\))Tj [12.39999 ]TJ (, December, 1995)Tj /N296 1 Tf 15.28 0 TD 0 Tc 0 Tw ( )Tj -18.10001 -2.14999 TD 0.007 Tc ([2)Tj [7 ]TJ (] )Tj /N232 1 Tf 2.82001 0 TD 0.0013 Tc (Balabanovi)Tj /N231 1 Tf 4.85001 0 TD 0 Tc (\000\374)Tj /N232 1 Tf 0.44 0 TD 0.0016 Tc 0.83839 Tw (, M)Tj [5.39999 ]TJ (.)Tj [1.60001 ]TJ ( Shoham)Tj [14.60001 ]TJ (,)Tj [1.60001 ]TJ ( Y)Tj [3.8 ]TJ (.)Tj /N296 1 Tf 9.42999 0 TD 0.00121 Tc 0.83881 Tw ( \223)Tj [5 ]TJ (F)Tj [7.39999 ]TJ (a)Tj [5 ]TJ (b)Tj [1.2 ]TJ (: Conte)Tj [5 ]TJ (n)Tj [1.2 ]TJ (t-)Tj [4.2 ]TJ (B)Tj [8.2 ]TJ (a)Tj [5 ]TJ (se)Tj [5 ]TJ (d, Colla)Tj [5 ]TJ (bor)Tj [4.2 ]TJ (a)Tj [5 ]TJ (tive)Tj [5 ]TJ ( )Tj -14.72 -1.14999 TD -0.0004 Tc 0 Tw (Recommendation\224, )Tj /N299 1 Tf 7.99001 0 TD 0.00031 Tw (Communications of the ACM 40\()Tj [12.7 ]TJ (3\))Tj [12.7 ]TJ (, March 1997, 67-72)Tj /N296 1 Tf 22.27 0 TD 0 Tc 0 Tw ( )Tj -33.08 -2.14999 TD 0.007 Tc ([3)Tj [7 ]TJ (] )Tj /N232 1 Tf 2.82001 0 TD -0.0011 Tc 0.0311 Tw (B)Tj [-4.10001 ]TJ (a)Tj [-1.10001 ]TJ (rrett, R. Maglio, P)Tj [9.7 ]TJ (.)Tj [-1.10001 ]TJ (P)Tj [9.7 ]TJ (.)Tj [-1.10001 ]TJ ( K)Tj [6.7 ]TJ (e)Tj [2.7 ]TJ (llem)Tj [11.89999 ]TJ (,)Tj [-1.10001 ]TJ ( D.C.)Tj /N296 1 Tf 15.94 0 TD -0.0025 Tc 0.0325 Tw ( \223W)Tj [-8.7 ]TJ (BI)Tj [20.5 ]TJ (:)Tj [-4.7 ]TJ ( A C)Tj [-5.5 ]TJ (onfederat)Tj [-4.7 ]TJ (i)Tj [-4.7 ]TJ (on of )Tj [10 ]TJ (Ag)Tj [7.5 ]TJ (ent)Tj [-4.7 ]TJ (s)Tj [-3.3 ]TJ ( )Tj [10 ]TJ (t)Tj [-4.7 ]TJ (h)Tj [-2.5 ]TJ (at)Tj [-4.7 ]TJ ( )Tj -15.94 -1.14999 TD -0.00079 Tc 0.0808 Tw (Personaliz)Tj [-7 ]TJ (e the W)Tj [-7 ]TJ (e)Tj [3 ]TJ (b\224, )Tj /N299 1 Tf 9.39999 0 TD 0 Tc 0.07001 Tw (In )Tj [-10 ]TJ (Autonomous )Tj [-10 ]TJ (Agents 97, Marina Del Rey, California )Tj -9.39999 -1.14999 TD -0.0011 Tc 0 Tw (USA)Tj /N296 1 Tf 1.83 0 TD 0 Tc ( )Tj -4.64999 -1.14999 TD 0.007 Tc ([4)Tj [7 ]TJ (] )Tj /N232 1 Tf 2.82001 0 TD 0.0006 Tc 0.10941 Tw (Bat)Tj [3.60001 ]TJ (e)Tj [4.39999 ]TJ (s, J.)Tj /N296 1 Tf 3.69 0 TD -0.0009 Tc 0.1109 Tw ( \223The role of emotion in believable ag)Tj [9.10001 ]TJ (ents\224, )Tj /N299 1 Tf 18.64 0 TD -0.00011 Tc 0.11011 Tw (Communications of )Tj [10 ]TJ (the )Tj -22.33 -1.14999 TD -0.0004 Tc 0.0004 Tw (ACM 37\()Tj [12.60001 ]TJ (7\))Tj [12.60001 ]TJ (, July 1994, 122-125)Tj /N296 1 Tf 12.74001 0 TD 0 Tc 0 Tw ( )Tj -15.56 -2.14999 TD 0.007 Tc ([5)Tj [7 ]TJ (] )Tj /N232 1 Tf 2.82001 0 TD 0.0013 Tc 0.1387 Tw (Billsus, D. P)Tj [12.10001 ]TJ (a)Tj [1.3 ]TJ (z)Tj [5.10001 ]TJ (z)Tj [5.10001 ]TJ (a)Tj [1.3 ]TJ (ni, M)Tj [5.10001 ]TJ (.)Tj /N296 1 Tf 10 0 TD 0.00101 Tc 0.13901 Tw ( \223)Tj [4.8 ]TJ (L)Tj [21.8 ]TJ (e)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (r)Tj [4 ]TJ (ning)Tj [11 ]TJ ( Pr)Tj [4 ]TJ (oba)Tj [4.8 ]TJ (bilistic)Tj [4.8 ]TJ ( Use)Tj [4.8 ]TJ (r)Tj [4 ]TJ ( Mode)Tj [4.8 ]TJ (ls\224)Tj [4.8 ]TJ (,)Tj [1 ]TJ ( )Tj /N299 1 Tf 16.58 0 TD -0.0006 Tc 0.1306 Tw (In W)Tj [22.39999 ]TJ (o)Tj [-0.60001 ]TJ (rkshop )Tj -26.58 -1.14999 TD 0.00011 Tc 0.52991 Tw (Notes )Tj [-10 ]TJ (of )Tj [-10 ]TJ (")Tj [-10 ]TJ (M)Tj [3.10001 ]TJ (achine )Tj [-10 ]TJ (Learning for User Modeling")Tj [-10 ]TJ (, Sixth International )Tj T* -0.00011 Tc 0.00011 Tw (Conference on User Modeling, Chia Laguna, Sardinia, 1997)Tj /N296 1 Tf 24.33 0 TD 0 Tc 0 Tw ( )Tj -27.14999 -2.14999 TD 0.007 Tc ([6)Tj [7 ]TJ (] )Tj /N232 1 Tf 2.82001 0 TD 0.00101 Tc 0.189 Tw (Billsus, D. P)Tj [11.8 ]TJ (a)Tj [1 ]TJ (z)Tj [4.8 ]TJ (z)Tj [4.8 ]TJ (a)Tj [1 ]TJ (ni, M)Tj [4.8 ]TJ (.J.)Tj /N296 1 Tf 10.89999 0 TD -0.0018 Tc 0.1918 Tw ( \223A P)Tj [-5.60001 ]TJ (e)Tj [2 ]TJ (rsonal)Tj [-4 ]TJ ( News Ag)Tj [8.2 ]TJ (ent)Tj [-4 ]TJ ( t)Tj [-4 ]TJ (h)Tj [-1.8 ]TJ (at)Tj [-4 ]TJ ( Tal)Tj [-4 ]TJ (k)Tj [-1.8 ]TJ (s, L)Tj [19 ]TJ (earns and )Tj -10.89999 -1.14999 TD -0.0004 Tc 0 Tw (Ex)Tj [-10.39999 ]TJ (plains\224, )Tj /N299 1 Tf 4.45 0 TD -0.00011 Tc 0.00011 Tw (In Autonomous Agents 98, Minneapolis MN USA)Tj /N296 1 Tf 19.63 0 TD 0 Tc 0 Tw ( )Tj -26.89999 -2.14999 TD 0.007 Tc ([7)Tj [7 ]TJ (] )Tj /N232 1 Tf 2.82001 0 TD 0.0006 Tc 0.15939 Tw (Bloedorn, )Tj [-10 ]TJ (E. Wnek, J.)Tj /N296 1 Tf 9.92 0 TD -0.0006 Tc 0.1606 Tw ( \223Constructive I)Tj [22.39999 ]TJ (nduction-based L)Tj [20.2 ]TJ (earning)Tj [9.39999 ]TJ ( Ag)Tj [9.39999 ]TJ (ents: An )Tj -9.92 -1.14999 TD 0.0009 Tc 0.39909 Tw (Ar)Tj [3.89999 ]TJ (c)Tj [4.7 ]TJ (h)Tj [0.89999 ]TJ (ite)Tj [4.7 ]TJ (c)Tj [4.7 ]TJ (t)Tj [-1.3 ]TJ (ur)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ ( a)Tj [4.7 ]TJ (nd Pr)Tj [3.89999 ]TJ (e)Tj [4.7 ]TJ (limina)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (y)Tj [30.89999 ]TJ ( Ex)Tj [-9.10001 ]TJ (pe)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (ime)Tj [4.7 ]TJ (nts\224)Tj [4.7 ]TJ (, )Tj /N299 1 Tf 19.46001 0 TD -0.00101 Tc 0.401 Tw (In Proceedi)Tj [-3.2 ]TJ (ngs of)Tj [-3.2 ]TJ ( t)Tj [-3.2 ]TJ (h)Tj [-1 ]TJ (e )Tj [10 ]TJ (Fi)Tj [-3.2 ]TJ (rst)Tj [-3.2 ]TJ ( )Tj -19.46001 -1.14999 TD -0.00031 Tc 0.13029 Tw (International W)Tj [22.7 ]TJ (o)Tj [-0.3 ]TJ (rkshop on Intelligent Adaptive Systems \()Tj [12.7 ]TJ (I)Tj [2.7 ]TJ (AS-95\))Tj [12.7 ]TJ (, )Tj [10 ]TJ (Melbourne )Tj T* 0.00031 Tw (Beach, Florida, 1995, 38-51)Tj /N296 1 Tf 11.38 0 TD 0 Tc 0 Tw ( )Tj -14.2 -2.14999 TD 0.007 Tc ([8)Tj [7 ]TJ (] )Tj /N232 1 Tf 2.82001 0 TD -0.0027 Tc 0.1427 Tw (B)Tj [-5.7 ]TJ (o)Tj [-2.7 ]TJ (l)Tj [-4.89999 ]TJ (l)Tj [-4.89999 ]TJ (a)Tj [-2.7 ]TJ (ck)Tj [-6.5 ]TJ (er, K.D. L)Tj [-5.7 ]TJ (a)Tj [-2.7 ]TJ (w)Tj [-10.5 ]TJ (ren)Tj [-6.5 ]TJ (ce, S)Tj [-6.5 ]TJ (.)Tj [-2.7 ]TJ ( )Tj [10 ]TJ (Gi)Tj [-4.89999 ]TJ (l)Tj [-4.89999 ]TJ (e)Tj [1.10001 ]TJ (s, )Tj [10 ]TJ (C.L)Tj [-5.7 ]TJ (.)Tj /N296 1 Tf 17.86 0 TD -0.00011 Tc 0.1301 Tw ( \223CiteSeer: An Autonomous W)Tj [-6.3 ]TJ (e)Tj [3.7 ]TJ (b )Tj -17.86 -1.14999 TD 0.0013 Tc 0.1087 Tw (Ag)Tj [11.3 ]TJ (e)Tj [5.10001 ]TJ (n)Tj [1.3 ]TJ (t f)Tj [4.3 ]TJ (o)Tj [1.3 ]TJ (r)Tj [4.3 ]TJ ( Automa)Tj [5.10001 ]TJ (tic)Tj [5.10001 ]TJ ( Re)Tj [5.10001 ]TJ (tr)Tj [4.3 ]TJ (ie)Tj [5.10001 ]TJ (va)Tj [5.10001 ]TJ (l a)Tj [5.10001 ]TJ (nd )Tj [10 ]TJ (I)Tj [24.3 ]TJ (d)Tj [1.3 ]TJ (e)Tj [5.10001 ]TJ (n)Tj [1.3 ]TJ (tif)Tj [4.3 ]TJ (ic)Tj [5.10001 ]TJ (a)Tj [5.10001 ]TJ (tion )Tj [10 ]TJ (of)Tj [4.3 ]TJ ( )Tj [10 ]TJ (I)Tj [24.3 ]TJ (n)Tj [1.3 ]TJ (te)Tj [5.10001 ]TJ (r)Tj [4.3 ]TJ (e)Tj [5.10001 ]TJ (sting)Tj [11.3 ]TJ ( )Tj [10 ]TJ (Public)Tj [5.10001 ]TJ (a)Tj [5.10001 ]TJ (tions\224)Tj [5.10001 ]TJ (,)Tj [1.3 ]TJ ( )Tj /N299 1 Tf T* -0.00011 Tc 0.00011 Tw (In Autonomous Agents 98, Minneapolis MN USA)Tj /N296 1 Tf 19.63 0 TD 0 Tc 0 Tw ( )Tj -22.45 -1.14999 TD 0.007 Tc ([9)Tj [7 ]TJ (] )Tj /N232 1 Tf 2.82001 0 TD 0.0005 Tc 0.1795 Tw (Boone, G)Tj [8.3 ]TJ (.)Tj /N296 1 Tf 4.37 0 TD 0.0011 Tc 0.17889 Tw ( \223)Tj [4.89999 ]TJ (C)Tj [-1.89999 ]TJ (onc)Tj [4.89999 ]TJ (e)Tj [4.89999 ]TJ (p)Tj [1.10001 ]TJ (t F)Tj [7.3 ]TJ (e)Tj [4.89999 ]TJ (a)Tj [4.89999 ]TJ (t)Tj [-1.10001 ]TJ (ur)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ (s)Tj [0.3 ]TJ ( in Re)Tj [4.89999 ]TJ ( )Tj [180 ]TJ (:Ag)Tj [11.10001 ]TJ (e)Tj [4.89999 ]TJ (nt, a)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ ( I)Tj [24.10001 ]TJ (n)Tj [1.10001 ]TJ (te)Tj [4.89999 ]TJ (llig)Tj [11.10001 ]TJ (e)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ (t Ema)Tj [4.89999 ]TJ (il )Tj [10 ]TJ (Ag)Tj [11.10001 ]TJ (e)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ (t\224)Tj [4.89999 ]TJ (, )Tj /N299 1 Tf 26.62 0 TD -0.0015 Tc 0 Tw (In )Tj -30.99001 -1.14999 TD -0.00011 Tc 0.00011 Tw (Autonomous 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/N299 1 Tf 22.66 0 TD -0.0009 Tc 0.2209 Tw (In Human )Tj -27.58 -1.14999 TD -0.0004 Tc 0.23039 Tw (factors in computing systems conference )Tj [10 ]TJ (proceedings )Tj [10 ]TJ (on )Tj [10 ]TJ (Reaching )Tj [10 ]TJ (through )Tj T* 0.00031 Tw (technology, April 27 - May 2, 1991, New Orleans, LA USA, 33-39)Tj /N296 1 Tf 26.37 0 TD 0 Tc 0 Tw ( )Tj -29.19 -2.14999 TD ([)Tj [-7 ]TJ (14])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.00121 Tc 0.0412 Tw (Davies, )Tj [-10 ]TJ (J. Weeks, R. Revett, M. McG)Tj [6.60001 ]TJ (rath, A.)Tj /N296 1 Tf 19.32001 0 TD 0.00391 Tc 0.0361 Tw ( \223)Tj [7.7 ]TJ (U)Tj [6.10001 ]TJ (s)Tj [3.10001 ]TJ (i)Tj [1.7 ]TJ (n)Tj [3.89999 ]TJ (g)Tj [13.89999 ]TJ ( Clu)Tj [3.89999 ]TJ (s)Tj [3.10001 ]TJ (te)Tj [7.7 ]TJ (r)Tj [6.89999 ]TJ (i)Tj [1.7 ]TJ (n)Tj [3.89999 ]TJ (g)Tj [13.89999 ]TJ ( in)Tj [3.89999 ]TJ ( a)Tj [7.7 ]TJ ( WWW )Tj -19.32001 -1.14999 TD -0.0007 Tc 0.0007 Tw (I)Tj [22.3 ]TJ (n)Tj [-0.7 ]TJ (formation Ag)Tj [9.3 ]TJ (ent\224, )Tj /N299 1 Tf 8.37 0 TD 0 Tc 0 Tw (In 18th BCS IR Colloquium, Manchester, UK, April 1996)Tj /N296 1 Tf 22.97 0 TD ( )Tj -34.16 -2.14999 TD ([)Tj [-7 ]TJ (15])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.00211 Tc 0.0479 Tw (Et)Tj [5.10001 ]TJ (z)Tj [5.89999 ]TJ (i)Tj [-0.10001 ]TJ (oni, O.)Tj /N296 1 Tf 4.64 0 TD -0.0022 Tc 0.0522 Tw ( \223A soft)Tj [-4.39999 ]TJ (bot)Tj [-4.39999 ]TJ (-based i)Tj [-4.39999 ]TJ (n)Tj [-2.2 ]TJ (t)Tj [-4.39999 ]TJ (e)Tj [1.60001 ]TJ (rface )Tj [10 ]TJ (t)Tj [-4.39999 ]TJ (o)Tj [-2.2 ]TJ 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[-4.10001 ]TJ (E )Tj [560 ]TJ (: A W)Tj [-7.3 ]TJ (e)Tj [2.7 ]TJ (b Ag)Tj [8.89999 ]TJ (ent for )Tj [10 ]TJ (Document )Tj -11.75 -1.14999 TD -0.00031 Tc 0.1003 Tw (Categ)Tj [9.7 ]TJ (o)Tj [-0.3 ]TJ (riz)Tj [-6.5 ]TJ (a)Tj [3.5 ]TJ (tion and Ex)Tj [-10.3 ]TJ (ploration\224, )Tj /N299 1 Tf 13.78999 0 TD -0.00011 Tc 0.1001 Tw (In Autonomous Agents 98, )Tj [10 ]TJ (Minneapolis )Tj [10 ]TJ (MN )Tj -13.78999 -1.14999 TD -0.0011 Tc 0 Tw (USA)Tj /N296 1 Tf 1.83 0 TD 0 Tc ( )Tj -4.64999 -1.14999 TD ([)Tj [-7 ]TJ (19])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.03999 Tw (Haynes, T. Sen, S. Arora, N. Nadella, R.)Tj /N296 1 Tf 17.31 0 TD 0.00101 Tc 0.039 Tw ( \223)Tj [4.8 ]TJ (A)Tj [3.2 ]TJ (n a)Tj [4.8 ]TJ (u)Tj [1 ]TJ (toma)Tj [4.8 ]TJ (te)Tj [4.8 ]TJ (d me)Tj [4.8 ]TJ (e)Tj [4.8 ]TJ (ting)Tj [11 ]TJ ( sc)Tj [4.8 ]TJ (he)Tj [4.8 ]TJ (duling)Tj [11 ]TJ ( )Tj -17.31 -1.14999 TD 0.0014 Tc 0.0986 Tw (sy)Tj [31.39999 ]TJ (ste)Tj [5.2 ]TJ (m)Tj [-0.8 ]TJ ( tha)Tj [5.2 ]TJ (t)Tj [-0.8 ]TJ ( utilize)Tj [5.2 ]TJ (s)Tj [0.60001 ]TJ ( use)Tj [5.2 ]TJ (r)Tj [4.39999 ]TJ ( pr)Tj [4.39999 ]TJ (e)Tj [5.2 ]TJ (f)Tj [4.39999 ]TJ (e)Tj [5.2 ]TJ (r)Tj [4.39999 ]TJ (e)Tj [5.2 ]TJ (n)Tj [1.39999 ]TJ (c)Tj [5.2 ]TJ (e)Tj [5.2 ]TJ (s)Tj [0.60001 ]TJ (\224)Tj [5.2 ]TJ (,)Tj [1.39999 ]TJ ( )Tj /N299 1 Tf 15.83 0 TD -0.0002 Tc 0.1002 Tw (In Autonomous Agents 97, Marina Del )Tj -15.83 -1.14999 TD 0.0006 Tc -0.0006 Tw (Re)Tj [4.39999 ]TJ (y)Tj [4.39999 ]TJ (,)Tj [0.60001 ]TJ ( California USA)Tj /N296 1 Tf 8.25 0 TD 0 Tc 0 Tw ( )Tj -11.07001 -2.14999 TD ([)Tj [-7 ]TJ (20])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.0004 Tc 0.2804 Tw (Hoyle, M.A. Lueg, C.)Tj /N296 1 Tf 9.89 0 TD -0.0005 Tc ( \223Open Sesame )Tj [280 ]TJ (!: A L)Tj [20.3 ]TJ (ook at Personal )Tj [10 ]TJ (Assistants\224, )Tj /N299 1 Tf -9.89 -1.14999 TD -0.00031 Tc 0.1503 Tw (Proceedings of the International Conference on )Tj [10 ]TJ (the )Tj [10 ]TJ (Practical )Tj [10 ]TJ (Application )Tj [10 ]TJ (of )Tj T* -0.00011 Tc 0.00011 Tw (Intelligent Agents \()Tj [12.89999 ]TJ (PAAM97\))Tj [12.89999 ]TJ (, London, 1997, 51-60)Tj /N296 1 Tf 20.52 0 TD 0 Tc 0 Tw ( )Tj -23.34 -1.14999 TD ([)Tj [-7 ]TJ (21])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.00011 Tc 0.1301 Tw (Joachim)Tj [12.89999 ]TJ (s)Tj [-0.89999 ]TJ (, T. F)Tj [10.7 ]TJ (reitag, D. Mitchell, T.)Tj /N296 1 Tf 16.09 0 TD -0.0023 Tc 0.13229 Tw ( \223W)Tj [-8.5 ]TJ (ebW)Tj [-8.5 ]TJ (a)Tj [1.5 ]TJ (t)Tj [-4.5 ]TJ (c)Tj [1.5 ]TJ (her:)Tj [-4.5 ]TJ ( A Tour Gui)Tj [-4.5 ]TJ (d)Tj [-2.3 ]TJ (e )Tj [10 ]TJ (for )Tj [10 ]TJ (t)Tj [-4.5 ]TJ (h)Tj [-2.3 ]TJ (e )Tj -16.09 -1.14999 TD -0.00079 Tc 0.00079 Tw (W)Tj [-7 ]TJ (o)Tj [-0.8 ]TJ (rld W)Tj [-7 ]TJ (i)Tj [-3 ]TJ (de W)Tj [-7 ]TJ (e)Tj [3 ]TJ (b\224, )Tj /N299 1 Tf 8.06 0 TD -0.00031 Tc 0.00031 Tw (In Proceedings of IJCAI97, August 1997)Tj /N296 1 Tf 16.25999 0 TD 0 Tc 0 Tw ( )Tj -27.14 -1.14999 TD ([)Tj [-7 ]TJ (22])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.00031 Tc 0.52029 Tw (K)Tj [7.5 ]TJ (a)Tj [-0.3 ]TJ (m)Tj [12.7 ]TJ (b)Tj [-4.10001 ]TJ (a, )Tj [-10 ]TJ (T. )Tj [-10 ]TJ (Bharat, K)Tj [7.5 ]TJ (.)Tj [-0.3 ]TJ ( Albers, M.C.)Tj /N296 1 Tf 17.7 0 TD -0.0024 Tc 0.5224 Tw ( "The Krakat)Tj [-4.60001 ]TJ (oa C)Tj [-5.39999 ]TJ (h)Tj [-2.39999 ]TJ (roni)Tj [-4.60001 ]TJ (cl)Tj [-4.60001 ]TJ (e:)Tj [-4.60001 ]TJ ( An )Tj -17.7 -1.14999 TD -0.00101 Tc 0.261 Tw (I)Tj [22 ]TJ (n)Tj [-1 ]TJ (teractive, Personaliz)Tj [-7.2 ]TJ (ed Newspaper on )Tj [10 ]TJ (the )Tj [10 ]TJ (W)Tj [-7.2 ]TJ (e)Tj [2.8 ]TJ (b")Tj [7.2 ]TJ (, )Tj /N299 1 Tf 21.87 0 TD -0.0009 Tc 0.2509 Tw (Proceedi)Tj [-3.10001 ]TJ (ngs of)Tj [-3.10001 ]TJ ( )Tj 6.77 0 TD -0.02299 Tc 0 Tw (WWW4)Tj [-23 ]TJ (,)Tj [-23 ]TJ ( )Tj -28.64 -1.14999 TD -0.0007 Tc 0.0007 Tw (Boston, USA, December 1995)Tj /N296 1 Tf 11.95 0 TD 0 Tc 0 Tw ( )Tj -14.77 -2.14999 TD ([)Tj [-7 ]TJ (23])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.00211 Tc 0.0779 Tw (K)Tj [9.89999 ]TJ (a)Tj [2.10001 ]TJ (ut)Tj [5.10001 ]TJ (z)Tj [5.89999 ]TJ (,)Tj [2.10001 ]TJ ( H. Se)Tj [5.89999 ]TJ (lm)Tj [15.10001 ]TJ (an, B. Shah, )Tj [10 ]TJ (M)Tj [5.89999 ]TJ (.)Tj /N296 1 Tf 13.47 0 TD 0.00121 Tc 0.0688 Tw ( \223)Tj [5 ]TJ (R)Tj [-1.8 ]TJ (e)Tj [5 ]TJ (f)Tj [4.2 ]TJ (e)Tj [5 ]TJ (r)Tj [4.2 ]TJ (r)Tj [4.2 ]TJ (a)Tj [5 ]TJ (l We)Tj [5 ]TJ (b: Combining)Tj [11.2 ]TJ ( Soc)Tj [5 ]TJ (i)Tj [-1 ]TJ (a)Tj [5.10001 ]TJ (l)Tj [-1 ]TJ ( Ne)Tj [5 ]TJ (twor)Tj [4.2 ]TJ (ks )Tj -13.47 -1.14999 TD 0.0011 Tc 0.0489 Tw (a)Tj [4.89999 ]TJ (nd Colla)Tj [4.89999 ]TJ (bor)Tj [4.10001 ]TJ (a)Tj [4.89999 ]TJ (tive)Tj [4.89999 ]TJ ( F)Tj [7.3 ]TJ (ilte)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (i)Tj [-1.10001 ]TJ (ng)Tj [11.10001 ]TJ (\224)Tj [4.89999 ]TJ (,)Tj [1.10001 ]TJ ( )Tj /N299 1 Tf 11.89 0 TD -0.00031 Tc 0.0403 Tw (Communications of the ACM 40\()Tj [12.7 ]TJ (3\))Tj [12.7 ]TJ (, March 1997, )Tj -11.89 -1.14999 TD -0.0006 Tc 0 Tw (63-65)Tj /N296 1 Tf 2.33 0 TD 0 Tc ( )Tj -5.14999 -2.14999 TD ([)Tj [-7 ]TJ (24])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.0007 Tc 0.18069 Tw (K)Tj [7.10001 ]TJ (ay, A.)Tj /N296 1 Tf 3.42 0 TD -0.0022 Tc 0.18221 Tw ( \223User i)Tj [-4.39999 ]TJ (n)Tj [-2.2 ]TJ (t)Tj [-4.39999 ]TJ (e)Tj [1.60001 ]TJ (rface:)Tj [-4.39999 ]TJ ( A personal)Tj [-4.39999 ]TJ ( vi)Tj [-4.39999 ]TJ (ew\224, )Tj /N299 1 Tf 15.39 0 TD -0.00011 Tc 0.1701 Tw (In: )Tj [-10 ]TJ (Laurel. )Tj [-10 ]TJ (B. \()Tj [12.89999 ]TJ (e)Tj [3.7 ]TJ (d.\))Tj [12.89999 ]TJ (. The art of )Tj -18.81 -1.14999 TD -0.0005 Tc 0.0005 Tw (Human-Computer Interface Design, Addison-W)Tj [22.5 ]TJ (e)Tj [3.3 ]TJ (sley, 1990, 191-207)Tj /N296 1 Tf 27.44 0 TD 0 Tc 0 Tw ( )Tj -30.25999 -1.14999 TD ([)Tj [-7 ]TJ (25])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.0078 Tc 0.06779 Tw (Ko)Tj [-7.8 ]TJ (b)Tj [-11.60001 ]TJ (s)Tj [-8.60001 ]TJ (a)Tj [-7.8 ]TJ ( A)Tj [-5.60001 ]TJ (.)Tj /N296 1 Tf 4 0 TD -0.0015 Tc 0.0515 Tw ( )Tj [-10 ]TJ (\223User )Tj [-10 ]TJ (Model)Tj [-3.7 ]TJ (i)Tj [-3.7 ]TJ (n)Tj [-1.5 ]TJ (g)Tj [8.5 ]TJ (:)Tj [-3.7 ]TJ ( R)Tj [-4.5 ]TJ (ecent)Tj [-3.7 ]TJ ( work, prospect)Tj [-3.7 ]TJ (s and Haz)Tj [-7.7 ]TJ (a)Tj [2.3 ]TJ (rds\224, )Tj /N299 1 Tf 23.14 0 TD -0.00101 Tc 0.05099 Tw (In Adaptive )Tj -27.14 -1.14999 TD -0.0006 Tc 0.0506 Tw (User )Tj [-10 ]TJ (Interfaces: )Tj [-10 ]TJ (Principles and Practice Schneider-Hufschmidt, M. K\374hme, T. )Tj T* 0.0002 Tc -0.0002 Tw (Malinowski, U. \()Tj [13.2 ]TJ (e)Tj [4 ]TJ (d\))Tj [13.2 ]TJ ( North-Holland 1993)Tj /N296 1 Tf 16.42 0 TD 0 Tc 0 Tw ( )Tj -19.24001 -1.14999 TD ([)Tj [-7 ]TJ (26])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 -0.02 TD -0.00191 Tc 0.1019 Tw (Kon)Tj [-5.7 ]TJ (s)Tj [-2.7 ]TJ (tan)Tj [-5.7 ]TJ (,)Tj [-1.89999 ]TJ ( J.A. Mi)Tj [-4.10001 ]TJ (l)Tj [-4.10001 ]TJ (l)Tj [-4.10001 ]TJ (er, B)Tj [-4.89999 ]TJ (.)Tj [-1.89999 ]TJ (N. Mal)Tj [-4.10001 ]TJ (t)Tj [1.10001 ]TJ (z, D. H)Tj [-4.10001 ]TJ (erl)Tj [-4.10001 ]TJ (ock)Tj [-5.7 ]TJ (er, J.L)Tj [-4.89999 ]TJ (. Gord)Tj [-5.7 ]TJ (on)Tj [-5.7 ]TJ (, L)Tj [-4.89999 ]TJ (.)Tj [-1.89999 ]TJ (R. )Tj [10 ]TJ (Ri)Tj [-4.10001 ]TJ (ed)Tj [-5.7 ]TJ (l)Tj [-4.10001 ]TJ (,)Tj [-1.89999 ]TJ ( )Tj 0 -1.13 TD 0 Tc 0 Tw (J.)Tj /N296 1 Tf 0.75 0 TD -0.0006 Tc 0.7206 Tw ( \223GroupL)Tj [20.2 ]TJ (ens: Apply)Tj [29.39999 ]TJ (i)Tj [-2.8 ]TJ (ng)Tj [9.39999 ]TJ ( Collaborative F)Tj [5.60001 ]TJ (iltering)Tj [9.39999 ]TJ ( )Tj [10 ]TJ (to )Tj [10 ]TJ (Usenet )Tj [10 ]TJ (News\224, )Tj /N299 1 Tf -0.75 -1.14999 TD -0.00031 Tc 0.00031 Tw (Communications of the ACM 40\()Tj [12.7 ]TJ (3\))Tj [12.7 ]TJ (, March 1997, 77-87)Tj /N296 1 Tf 22.27 0 TD 0 Tc 0 Tw ( )Tj -25.09 -2.14999 TD ([)Tj [-7 ]TJ (27])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.0011 Tc 0.0289 Tw (Lang, K)Tj [8.89999 ]TJ (.)Tj /N296 1 Tf 3.78 0 TD ( \223)Tj [4.8 ]TJ (N)Tj [3.2 ]TJ (e)Tj [4.8 ]TJ (w)Tj [3.2 ]TJ (sWe)Tj [4.8 ]TJ (e)Tj [4.8 ]TJ (d)Tj [1 ]TJ (e)Tj [4.8 ]TJ (r)Tj [4 ]TJ (: L)Tj [21.8 ]TJ (e)Tj [4.8 ]TJ (a)Tj [4.8 ]TJ (r)Tj [4 ]TJ (ning)Tj [11 ]TJ ( to F)Tj [7.2 ]TJ (ilte)Tj [4.8 ]TJ (r)Tj [4 ]TJ ( Ne)Tj [4.8 ]TJ (tNe)Tj [4.8 ]TJ (w)Tj [3.2 ]TJ (s\224)Tj [4.8 ]TJ (, )Tj /N299 1 Tf 18.67999 0 TD -0.00169 Tc 0.0217 Tw (In IC)Tj [-4.7 ]TJ (ML)Tj [-5.5 ]TJ (95 C)Tj [-4.7 ]TJ (onf)Tj [-3.89999 ]TJ (erence )Tj -22.46001 -1.14999 TD -0.0004 Tc 0.0004 Tw (Proceedings, 1995, 331-339)Tj /N296 1 Tf 11.32001 0 TD 0 Tc 0 Tw ( )Tj -14.14 -1.14999 TD ([)Tj [-7 ]TJ (28])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.0014 Tc 0.2314 Tw (L)Tj [-4.39999 ]TJ (i)Tj [-3.60001 ]TJ (eb)Tj [-5.2 ]TJ (erm)Tj [11.60001 ]TJ (an)Tj [-5.2 ]TJ (, H)Tj [-3.60001 ]TJ (.)Tj [-1.39999 ]TJ ( Mau)Tj [-5.2 ]TJ (l)Tj [-3.60001 ]TJ (sb)Tj [-5.2 ]TJ (y, D.)Tj /N296 1 Tf 12.38 0 TD 0.0011 Tc 0.2189 Tw ( )Tj [-10 ]TJ (\223)Tj [4.89999 ]TJ (I)Tj [24.10001 ]TJ (nstr)Tj [4.10001 ]TJ (uc)Tj [4.89999 ]TJ (tible)Tj [4.89999 ]TJ ( a)Tj [4.89999 ]TJ (g)Tj [11.10001 ]TJ (e)Tj [4.89999 ]TJ (n)Tj [1.10001 ]TJ (ts: Sof)Tj [4.10001 ]TJ (t)Tj [-1.10001 ]TJ (wa)Tj [4.89999 ]TJ (r)Tj [4.10001 ]TJ (e)Tj [4.89999 ]TJ ( tha)Tj [4.89999 ]TJ (t)Tj [-1.10001 ]TJ ( just ke)Tj [4.89999 ]TJ (e)Tj [4.89999 ]TJ (p)Tj [1.10001 ]TJ (s )Tj -12.38 -1.14999 TD 0.00121 Tc -0.00121 Tw (g)Tj [11.2 ]TJ (e)Tj [5 ]TJ (tting)Tj [11.2 ]TJ ( be)Tj [5 ]TJ (tte)Tj [5 ]TJ (r)Tj [4.2 ]TJ (\224)Tj [5 ]TJ (, )Tj /N299 1 Tf 6.22 0 TD -0.00031 Tc 0.00031 Tw (IBM systems journal 35\()Tj [12.7 ]TJ (3&)Tj [37.5 ]TJ (4\))Tj [12.7 ]TJ (, 1996)Tj /N296 1 Tf 14.39999 0 TD 0 Tc 0 Tw ( )Tj -23.44 -2.14999 TD ([)Tj [-7 ]TJ (29])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.0002 Tc 0.34019 Tw (Lieberm)Tj [12.8 ]TJ (an, )Tj [-10 ]TJ (H. Maes, P)Tj [10.60001 ]TJ (.)Tj [-0.2 ]TJ ( Van Dyke, N.W.)Tj /N296 1 Tf 19.38 0 TD -0.0007 Tc 0.3407 Tw ( \223B)Tj [6.3 ]TJ (utterfly)Tj [29.3 ]TJ (:)Tj [-2.89999 ]TJ ( A Conversation-)Tj -19.38 -1.14999 TD -0.0022 Tc 0.04221 Tw (Fi)Tj [-4.39999 ]TJ (ndi)Tj [-4.39999 ]TJ (ng)Tj [7.8 ]TJ ( Ag)Tj [7.8 ]TJ (ent)Tj [-4.39999 ]TJ ( for I)Tj [20.8 ]TJ (n)Tj [-2.2 ]TJ (t)Tj [-4.39999 ]TJ (e)Tj [1.60001 ]TJ (rnet)Tj [-4.39999 ]TJ ( R)Tj [-5.2 ]TJ (e)Tj [1.60001 ]TJ (l)Tj [-4.39999 ]TJ (a)Tj [1.60001 ]TJ (y)Tj [27.8 ]TJ ( C)Tj [-5.2 ]TJ (h)Tj [-2.2 ]TJ (at)Tj [-4.39999 ]TJ (\224, )Tj /N299 1 Tf 16.39 0 TD -0.00031 Tc 0.0403 Tw (Proceedings of the 1999 International )Tj -16.39 -1.14999 TD -0.0006 Tc 0.0006 Tw (Conference on Intelligent User Interfaces, January 1999)Tj /N296 1 Tf 22.66 0 TD 0 Tc 0 Tw ( )Tj -25.48 -2.14999 TD ([)Tj [-7 ]TJ (30])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.00011 Tc 0.0901 Tw (Lieberm)Tj [12.89999 ]TJ (an, H. Nardi, B.A. Wright, )Tj [10 ]TJ (D.)Tj /N296 1 Tf 16.64999 0 TD 0.00101 Tc 0.07899 Tw ( \223)Tj [4.8 ]TJ (T)Tj [1.8 ]TJ (r)Tj [4 ]TJ (a)Tj [4.8 ]TJ (ining)Tj [11 ]TJ ( Ag)Tj [11 ]TJ (e)Tj [4.8 ]TJ (n)Tj [1 ]TJ (ts to Re)Tj [4.8 ]TJ (c)Tj [4.8 ]TJ (o)Tj [1 ]TJ (g)Tj [11 ]TJ (n)Tj [1 ]TJ (ize)Tj [4.8 ]TJ ( Te)Tj [4.8 ]TJ (x)Tj [-9 ]TJ (t)Tj [-1.2 ]TJ ( )Tj -16.64999 -1.14999 TD -0.0007 Tc 0.0007 Tw (by)Tj [29.3 ]TJ ( Ex)Tj [-10.7 ]TJ (ample\224, )Tj /N299 1 Tf 5.72 0 TD -0.0002 Tc 0.0002 Tw (In Autonomous Agents 99, Seattle W)Tj [22.8 ]TJ (A)Tj [0.60001 ]TJ ( USA)Tj /N296 1 Tf 17.27 0 TD 0 Tc 0 Tw ( )Tj -25.81 -2.14999 TD ([)Tj [-7 ]TJ (31])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.14 Tw (Lieberm)Tj [13 ]TJ (an, H. van Dyke, N. 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J.)Tj /N296 1 Tf 5.67 0 TD -0.00011 Tc 0.03011 Tw ( )Tj [-10 ]TJ (\223Problem-Solving)Tj [9.89999 ]TJ ( Methods in Artificial I)Tj [22.89999 ]TJ (n)Tj [-0.10001 ]TJ (tellig)Tj [9.89999 ]TJ (ence\224, )Tj /N299 1 Tf 22.27 0 TD -0.0009 Tc 0 Tw (McGraw-)Tj -27.94 -1.14999 TD 0.0006 Tc -0.0006 Tw (Hill, New Y)Tj [-13.2 ]TJ (o)Tj [0.60001 ]TJ (rk, NY)Tj [-13.2 ]TJ (, 1971)Tj /N296 1 Tf 10.23 0 TD 0 Tc 0 Tw ( )Tj -13.05 -2.14999 TD ([)Tj [-7 ]TJ (52])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.0005 Tc 0.0695 Tw (Nilsson, N. J.)Tj /N296 1 Tf 5.73 0 TD -0.0007 Tc 0.07069 Tw ( \223Shakey)Tj [29.3 ]TJ ( the Robot\224, )Tj /N299 1 Tf 8.99001 0 TD -0.00011 Tc 0.0601 Tw (SRI A.I. Center Technical Note 323, April )Tj -14.72 -1.14999 TD 0 Tc 0 Tw (1984)Tj /N296 1 Tf 2 0 TD ( )Tj -4.82001 -2.14999 TD ([)Tj [-7 ]TJ (53])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.0016 Tc 0.16161 Tw (Norm)Tj [11.39999 ]TJ (an)Tj [-5.39999 ]TJ ( D.A.)Tj /N296 1 Tf 5.89 0 TD -0.0023 Tc 0.16229 Tw ( \223How m)Tj [-4.5 ]TJ (i)Tj [-4.5 ]TJ (g)Tj [7.7 ]TJ (ht)Tj [-4.5 ]TJ ( peopl)Tj [-4.5 ]TJ (e i)Tj [-4.5 ]TJ (n)Tj [-2.3 ]TJ (t)Tj [-4.5 ]TJ (e)Tj [1.5 ]TJ (ract)Tj [-4.5 ]TJ ( wi)Tj [-4.5 ]TJ (t)Tj [-4.5 ]TJ (h)Tj [-2.3 ]TJ ( )Tj [10 ]TJ (ag)Tj [7.7 ]TJ (ent)Tj [-4.5 ]TJ (s)Tj [-3.10001 ]TJ (\224 )Tj /N299 1 Tf 17.97 0 TD 0.00031 Tc 0.1497 Tw (Communications of )Tj -23.86 -1.14999 TD -0.0006 Tc 0.0006 Tw (the ACM 37\()Tj [12.39999 ]TJ (7\))Tj [12.39999 ]TJ ( July 1994, 68-71)Tj /N296 1 Tf 12.96001 0 TD 0 Tc 0 Tw ( )Tj -15.78 -1.14999 TD ([)Tj [-7 ]TJ (54])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.00079 Tc 0.0892 Tw (Naw)Tj [-7 ]TJ (a)Tj [0.8 ]TJ (na, H.)Tj /N296 1 Tf 5.13 0 TD -0.0023 Tc 0.0923 Tw ( \223S)Tj [-6.10001 ]TJ (oft)Tj [-4.5 ]TJ (w)Tj [-0.10001 ]TJ (are ag)Tj [7.7 ]TJ (ent)Tj [-4.5 ]TJ (s)Tj [-3.10001 ]TJ (:)Tj [-4.5 ]TJ ( an overvi)Tj [-4.5 ]TJ (e)Tj [1.5 ]TJ (w\224, )Tj /N299 1 Tf 13.89999 0 TD -0.00031 Tc 0.0903 Tw (In The Knowledge Engineering )Tj -19.03 -1.14999 TD 0.00031 Tw (Review, Vol 11:3, 1996, 205-244)Tj /N296 1 Tf 13.17999 0 TD 0 Tc 0 Tw ( )Tj -16 -2.14999 TD ([)Tj [-7 ]TJ (55])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 -0.02 TD 0.0009 Tc 0.3291 Tw (Odubiyi, )Tj [-10 ]TJ (J.B. K)Tj [8.7 ]TJ (o)Tj [0.89999 ]TJ (c)Tj [4.7 ]TJ (u)Tj [-2.89999 ]TJ (r)Tj [4.7 ]TJ (,)Tj [0.89999 ]TJ ( D.J. We)Tj [4.7 ]TJ (inste)Tj [4.7 ]TJ (i)Tj [-1.3 ]TJ (n, S.M)Tj [4.7 ]TJ (.)Tj [0.89999 ]TJ ( Wakim)Tj [13.89999 ]TJ (, N. Sr)Tj [4.7 ]TJ (ivastava, S. )Tj 0 -1.13 TD 0.00011 Tc 0.0199 Tw (G)Tj [7.89999 ]TJ (o)Tj [0.10001 ]TJ (key, )Tj [-10 ]TJ (C. G)Tj [7.89999 ]TJ (r)Tj [3.89999 ]TJ (aham)Tj [13.10001 ]TJ (, J.)Tj /N296 1 Tf 9.39999 0 TD 0.0007 Tc 0.0193 Tw ( \223)Tj [4.5 ]TJ (S)Tj [-3.10001 ]TJ (AI)Tj [23.7 ]TJ (RE \226 A sc)Tj [4.5 ]TJ (a)Tj [4.5 ]TJ (l)Tj [-1.5 ]TJ (a)Tj [4.5 ]TJ (b)Tj [0.7 ]TJ (le)Tj [4.5 ]TJ ( a)Tj [4.5 ]TJ (g)Tj [10.7 ]TJ (e)Tj [4.5 ]TJ (n)Tj [0.7 ]TJ (t-)Tj [3.7 ]TJ (ba)Tj [4.5 ]TJ (se)Tj [4.5 ]TJ (d inf)Tj [3.7 ]TJ (o)Tj [0.7 ]TJ (r)Tj [3.7 ]TJ (m)Tj [-1.5 ]TJ (a)Tj [4.5 ]TJ (tion r)Tj [3.7 ]TJ (e)Tj [4.5 ]TJ (tr)Tj [3.7 ]TJ (ie)Tj [4.5 ]TJ (va)Tj [4.5 ]TJ (l )Tj -9.39999 -1.14999 TD -0.00191 Tc 0 Tw (eng)Tj [8.10001 ]TJ (i)Tj [-4.10001 ]TJ (ne\224, )Tj /N299 1 Tf 3.59 0 TD -0.00011 Tc 0.00011 Tw (In Autonomous Agents 97, Marina Del Rey, California USA)Tj /N296 1 Tf 23.99001 0 TD 0 Tc 0 Tw ( )Tj -30.39999 -2.14999 TD ([)Tj [-7 ]TJ (56])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.00169 Tc 0.1483 Tw (P)Tj [12.5 ]TJ (a)Tj [1.7 ]TJ (nnu, A)Tj [3.89999 ]TJ (.)Tj [1.7 ]TJ (S. Syc)Tj [5.5 ]TJ (a)Tj [1.7 ]TJ (r)Tj [5.5 ]TJ (a, K)Tj [9.5 ]TJ (.)Tj /N296 1 Tf 10.22 0 TD 0.00079 Tc 0.13921 Tw ( )Tj [-10 ]TJ (\223)Tj [4.60001 ]TJ (A)Tj [3 ]TJ ( L)Tj [21.60001 ]TJ (e)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (ning)Tj [10.8 ]TJ ( Pe)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (s)Tj [0 ]TJ (ona)Tj [4.60001 ]TJ (l Ag)Tj [10.8 ]TJ (e)Tj [4.60001 ]TJ (n)Tj [0.8 ]TJ (t f)Tj [3.8 ]TJ (o)Tj [0.8 ]TJ (r)Tj [3.8 ]TJ ( Te)Tj [4.60001 ]TJ (x)Tj [-9.2 ]TJ (t)Tj [-1.39999 ]TJ ( F)Tj [6.89999 ]TJ (ilte)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (i)Tj [-1.39999 ]TJ (ng)Tj [10.8 ]TJ ( a)Tj [4.60001 ]TJ (nd )Tj -10.22 -1.14999 TD 0 Tw (Notif)Tj [3.8 ]TJ (ic)Tj [4.60001 ]TJ (a)Tj [4.60001 ]TJ (tion\224)Tj [4.60001 ]TJ (, )Tj /N299 1 Tf 5.94 0 TD -0.0004 Tc 0.1604 Tw (In )Tj [-10 ]TJ (Proceedings )Tj [-10 ]TJ (of )Tj [-10 ]TJ (the International Conference of Knowledge )Tj -5.94 -1.14999 TD -0.0005 Tc 0.0005 Tw (Based Systems, 1996)Tj /N296 1 Tf 8.35001 0 TD 0 Tc 0 Tw ( )Tj -11.17 -2.14999 TD ([)Tj [-7 ]TJ (57])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.00101 Tc 0.349 Tw (P)Tj [11.8 ]TJ (a)Tj [1 ]TJ (z)Tj [4.8 ]TJ (z)Tj [4.8 ]TJ (a)Tj [1 ]TJ (ni, M)Tj [4.8 ]TJ (.)Tj [1 ]TJ ( M)Tj [4.8 ]TJ (u)Tj [-2.8 ]TJ (r)Tj [4.8 ]TJ (a)Tj [1 ]TJ (m)Tj [14 ]TJ (a)Tj [1 ]TJ (t)Tj [4 ]TJ (s)Tj [0.2 ]TJ (u, J. Billsus, D.)Tj /N296 1 Tf 17.87 0 TD 0.002 Tc 0.34801 Tw ( \223)Tj [5.8 ]TJ (S)Tj [-1.8 ]TJ (y)Tj [32 ]TJ (s)Tj [1.2 ]TJ (kill &)Tj [9.8 ]TJ ( )Tj [10 ]TJ (We)Tj [5.8 ]TJ (be)Tj [5.8 ]TJ (r)Tj [5 ]TJ (t: )Tj [10 ]TJ (I)Tj [25 ]TJ (d)Tj [2 ]TJ (e)Tj [5.8 ]TJ (n)Tj [2 ]TJ (tif)Tj [5 ]TJ (y)Tj [32 ]TJ (i)Tj [-0.2 ]TJ (ng)Tj [12 ]TJ ( )Tj -17.87 -1.14999 TD 0.00079 Tc 0.04919 Tw (inte)Tj [4.60001 ]TJ (r)Tj [3.8 ]TJ (e)Tj [4.60001 ]TJ (sting)Tj [10.8 ]TJ ( we)Tj [4.60001 ]TJ (b site)Tj [4.60001 ]TJ (s\224)Tj [4.60001 ]TJ (, )Tj /N299 1 Tf 9.24001 0 TD -0.00011 Tc 0.0401 Tw (In Proceedings of the National Conference on Artificial )Tj -9.24001 -1.14999 TD -0.0005 Tc 0.0005 Tw (Intelligence, 1996)Tj /N296 1 Tf 7.21001 0 TD 0 Tc 0 Tw ( )Tj -10.03 -2.14999 TD ([)Tj [-7 ]TJ (58])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.002 Tc 0.172 Tw (S)Tj [-5.8 ]TJ (t)Tj [1 ]TJ (arr, )Tj [-10 ]TJ (B)Tj [-5 ]TJ (.)Tj [-2 ]TJ ( )Tj [-10 ]TJ (Ack)Tj [-5.8 ]TJ (erm)Tj [11 ]TJ (an)Tj [-5.8 ]TJ (, M.S)Tj [-5.8 ]TJ (.)Tj [-2 ]TJ ( P)Tj [8.8 ]TJ (a)Tj [-2 ]TJ (zzan)Tj [-5.8 ]TJ (i)Tj [-4.2 ]TJ (, M.)Tj /N296 1 Tf 17.05 0 TD 0.0014 Tc 0.16859 Tw ( \223)Tj [5.2 ]TJ (D)Tj [3.60001 ]TJ (o-)Tj [4.39999 ]TJ (I)Tj [24.39999 ]TJ (-)Tj [4.39999 ]TJ (Ca)Tj [5.2 ]TJ (r)Tj [4.39999 ]TJ (e)Tj [5.2 ]TJ ( )Tj [170 ]TJ (: A Colla)Tj [5.2 ]TJ (bor)Tj [4.39999 ]TJ (a)Tj [5.2 ]TJ (tive)Tj [5.2 ]TJ ( We)Tj [5.2 ]TJ (b )Tj -17.05 -1.14999 TD -0.00121 Tc 0 Tw (Ag)Tj [8.8 ]TJ (ent\224, )Tj /N299 1 Tf 3.37 0 TD -0.00011 Tc 0.00011 Tw (ACM CHI\22296, April 1996)Tj /N296 1 Tf 10.22 0 TD 0 Tc 0 Tw ( )Tj -16.41 -1.14999 TD ([)Tj [-7 ]TJ (59])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.0002 Tc 0.06979 Tw (P)Tj [11 ]TJ (a)Tj [0.2 ]TJ (zzani, M.J. Billsus, D.)Tj /N296 1 Tf 10.53999 0 TD 0.0014 Tc 0.05859 Tw ( ")Tj [9.60001 ]TJ (A)Tj [3.60001 ]TJ (da)Tj [5.2 ]TJ (ptive)Tj [5.2 ]TJ ( We)Tj [5.2 ]TJ (b Site)Tj [5.2 ]TJ ( Ag)Tj [11.39999 ]TJ (e)Tj [5.2 ]TJ (n)Tj [1.39999 ]TJ (ts")Tj [9.60001 ]TJ (,)Tj [1.39999 ]TJ ( )Tj /N299 1 Tf 12.53 0 TD -0.00079 Tc 0.06081 Tw (In Proceedings of the )Tj -23.07001 -1.14999 TD 0 Tc 0.14999 Tw (Third International Conference on Autonomous Agents \()Tj [13 ]TJ (A)Tj [0.8 ]TJ (gents '99\))Tj [13 ]TJ (, )Tj [10 ]TJ (Seattle, )Tj T* 0.0004 Tc -0.0004 Tw (W)Tj [23.39999 ]TJ (a)Tj [0.39999 ]TJ (shington, 1999)Tj /N296 1 Tf 7.25999 0 TD 0 Tc 0 Tw ( )Tj -10.08 -2.14999 TD ([)Tj [-7 ]TJ (60])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.0007 Tc 0.1107 Tw (Resn)Tj [-4.5 ]TJ (ick)Tj [-4.5 ]TJ (,)Tj [-0.7 ]TJ ( P)Tj [10.10001 ]TJ (.)Tj [-0.7 ]TJ ( Varian)Tj [-4.5 ]TJ (, H. 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Carlos, E.P)Tj [10.8 ]TJ (.)Tj /N296 1 Tf 31.82001 0 TD 0 Tw ( )Tj -31.82001 -1.13 TD -0.00079 Tc 0.1908 Tw (\223GAL)Tj [20 ]TJ (OI)Tj [22.2 ]TJ (S)Tj [-4.60001 ]TJ (:)Tj [-3 ]TJ ( An Ex)Tj [-10.8 ]TJ (pert-Assistant Model\224, )Tj /N299 1 Tf 17.28999 0 TD -0.0002 Tc 0.18021 Tw (In )Tj [-10 ]TJ (Autonomous Agents 97, Marina )Tj -17.28999 -1.14999 TD 0.0005 Tc -0.0005 Tw (De)Tj [4.3 ]TJ (l Re)Tj [4.3 ]TJ (y)Tj [4.3 ]TJ (,)Tj [0.5 ]TJ ( California USA)Tj /N296 1 Tf 9.94 0 TD 0 Tc 0 Tw ( )Tj -12.75999 -2.14999 TD ([)Tj [-7 ]TJ (69])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.0006 Tc 0.2894 Tw (Sakagam)Tj [13.60001 ]TJ (i, )Tj [-10 ]TJ (H. K)Tj [8.39999 ]TJ (a)Tj [0.60001 ]TJ (m)Tj [13.60001 ]TJ (b)Tj [-3.2 ]TJ (a, T. K)Tj [8.39999 ]TJ (o)Tj [0.60001 ]TJ (seki, Y.)Tj /N296 1 Tf 16.69 0 TD -0.0015 Tc 0.2915 Tw ( \223L)Tj [19.3 ]TJ (earning)Tj [8.5 ]TJ ( personal preferences on )Tj -16.69 -1.14999 TD -0.00101 Tc 0.211 Tw (online newspaper articles from user behaviors\224, )Tj /N299 1 Tf 20.57001 0 TD 0.0002 Tc 0.20979 Tw (In 6th International W)Tj [23.2 ]TJ (o)Tj [0.2 ]TJ (rld )Tj -20.57001 -1.14999 TD -0.0004 Tc 0.0004 Tw (W)Tj [22.60001 ]TJ (i)Tj [-2.60001 ]TJ (de W)Tj [22.60001 ]TJ (e)Tj [3.39999 ]TJ (b Conference, 1997, pp. 291\226300)Tj /N296 1 Tf 16.88 0 TD 0 Tc 0 Tw ( )Tj -19.7 -2.14999 TD ([)Tj [-7 ]TJ (70])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.00191 Tc 0.1219 Tw (S)Tj [-5.7 ]TJ (c)Tj [1.89999 ]TJ (h)Tj [-5.7 ]TJ (l)Tj [-4.10001 ]TJ (i)Tj [-4.10001 ]TJ (m)Tj [11.10001 ]TJ (m)Tj [11.10001 ]TJ (er, J.C. H)Tj [-4.10001 ]TJ (erm)Tj [11.10001 ]TJ (en)Tj [-5.7 ]TJ (s, L)Tj [-4.89999 ]TJ (.)Tj [-1.89999 ]TJ (A.)Tj /N296 1 Tf 13.73 0 TD 0.0014 Tc 0.11861 Tw ( \223)Tj [5.2 ]TJ (S)Tj [-2.39999 ]TJ (of)Tj [4.39999 ]TJ (twa)Tj [5.2 ]TJ (r)Tj [4.39999 ]TJ (e)Tj [5.2 ]TJ ( a)Tj [5.2 ]TJ (g)Tj [11.39999 ]TJ (e)Tj [5.2 ]TJ (n)Tj [1.39999 ]TJ (ts: Comple)Tj [5.2 ]TJ (ting)Tj [11.39999 ]TJ ( Pa)Tj [5.2 ]TJ (tte)Tj [5.2 ]TJ (r)Tj [4.39999 ]TJ (n)Tj [1.39999 ]TJ (s a)Tj [5.2 ]TJ (nd )Tj -13.73 -1.14999 TD -0.00191 Tc 0.22189 Tw (C)Tj [-4.89999 ]TJ (onst)Tj [-4.10001 ]TJ (r)Tj [1.10001 ]TJ (uct)Tj [-4.10001 ]TJ (i)Tj [-4.10001 ]TJ (n)Tj [-1.89999 ]TJ (g)Tj [8.10001 ]TJ ( User I)Tj [21.10001 ]TJ (n)Tj [-1.89999 ]TJ (t)Tj [-4.10001 ]TJ (e)Tj [1.89999 ]TJ (rfaces\224, )Tj /N299 1 Tf 13.03999 0 TD 0.00101 Tc 0.21899 Tw (J)Tj [4.8 ]TJ (ournal of Artific)Tj [4.8 ]TJ (ial I)Tj [4 ]TJ (n)Tj [1 ]TJ (te)Tj [4.8 ]TJ (llige)Tj [4.8 ]TJ (n)Tj [1 ]TJ (c)Tj [4.8 ]TJ (e)Tj [4.8 ]TJ ( Re)Tj [4.8 ]TJ (se)Tj [4.8 ]TJ (arc)Tj [4.8 ]TJ (h)Tj [1 ]TJ ( 1 )Tj -13.03999 -1.14999 TD -0.00031 Tc 0.00031 Tw (\()Tj [12.7 ]TJ (1993\))Tj [12.7 ]TJ (, 61-89)Tj /N296 1 Tf 5.47 0 TD 0 Tc 0 Tw ( )Tj -8.28999 -2.14999 TD ([)Tj [-7 ]TJ (71])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.0018 Tc 0.4982 Tw (Se)Tj [5.60001 ]TJ (bast)Tj [4.8 ]TJ (iani, F)Tj [12.60001 ]TJ (.)Tj /N296 1 Tf 6.25 0 TD 0.0009 Tc 0.4991 Tw ( \223)Tj [4.7 ]TJ (M)Tj [0.10001 ]TJ (a)Tj [4.7 ]TJ (c)Tj [4.7 ]TJ (h)Tj [0.89999 ]TJ (ine)Tj [4.7 ]TJ ( L)Tj [21.7 ]TJ (e)Tj [4.7 ]TJ (a)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ (ning)Tj [10.89999 ]TJ ( in Automa)Tj [4.7 ]TJ (te)Tj [4.7 ]TJ (d Te)Tj [4.7 ]TJ (x)Tj [-9.10001 ]TJ (t)Tj [-1.3 ]TJ ( Ca)Tj [4.8 ]TJ (te)Tj [4.7 ]TJ (g)Tj [10.89999 ]TJ (o)Tj [0.89999 ]TJ (r)Tj [3.89999 ]TJ (i)Tj [-1.3 ]TJ (sa)Tj [4.7 ]TJ (tion\224)Tj [4.7 ]TJ (, )Tj /N299 1 Tf -6.25 -1.14999 TD -0.00011 Tc 0.00011 Tw (Consiglio Nazionale delle Ricerche, Via S. Maria, 46-56126 Italy)Tj /N296 1 Tf 26.24001 0 TD 0 Tc 0 Tw ( )Tj -29.06 -2.14999 TD ([)Tj [-7 ]TJ (72])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.00031 Tc 0.0997 Tw (Segal, )Tj [-10 ]TJ (R.B. K)Tj [8.10001 ]TJ (e)Tj [4.10001 ]TJ (phart, J.O.)Tj /N296 1 Tf 11.11 0 TD 0.0014 Tc 0.0986 Tw ( \223)Tj [5.2 ]TJ (M)Tj [0.60001 ]TJ (a)Tj [5.2 ]TJ (ilCa)Tj [5.2 ]TJ (t: An I)Tj [24.39999 ]TJ (n)Tj [1.39999 ]TJ (te)Tj [5.2 ]TJ (llig)Tj [11.39999 ]TJ (e)Tj [5.2 ]TJ (n)Tj [1.39999 ]TJ (t Assista)Tj [5.2 ]TJ (n)Tj [1.39999 ]TJ (t f)Tj [4.39999 ]TJ (o)Tj [1.39999 ]TJ (r)Tj [4.39999 ]TJ ( Or)Tj [4.39999 ]TJ (g)Tj [11.39999 ]TJ (a)Tj [5.2 ]TJ (nizing)Tj [11.39999 ]TJ ( )Tj -11.11 -1.14999 TD 0.0007 Tc 0 Tw (E-)Tj [3.7 ]TJ (Ma)Tj [4.5 ]TJ (il\224)Tj [4.5 ]TJ (, )Tj /N299 1 Tf 3.77 0 TD -0.0002 Tc 0.0002 Tw (In Autonomous Agents 99, Seattle W)Tj [22.8 ]TJ (A)Tj [0.60001 ]TJ ( USA)Tj /N296 1 Tf 17.27 0 TD 0 Tc 0 Tw ( )Tj -23.86 -2.14999 TD ([)Tj [-7 ]TJ (73])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.0025 Tc 0.1725 Tw (S)Tj [-6.3 ]TJ (e)Tj [1.3 ]TJ (l)Tj [-4.7 ]TJ (k)Tj [-6.3 ]TJ (er, T)Tj [-5.5 ]TJ (.)Tj /N296 1 Tf 4.31 0 TD 0.17239 Tw ( \223C)Tj [-5.39999 ]TJ (oach:)Tj [-4.60001 ]TJ ( A Teachi)Tj [-4.60001 ]TJ (n)Tj [-2.39999 ]TJ (g)Tj [7.60001 ]TJ ( Ag)Tj [7.60001 ]TJ (ent)Tj [-4.60001 ]TJ ( )Tj [10 ]TJ (t)Tj [-4.60001 ]TJ (h)Tj [-2.39999 ]TJ (at)Tj [-4.60001 ]TJ ( )Tj [10 ]TJ (L)Tj [18.39999 ]TJ (earns\224, )Tj /N299 1 Tf 17.91 0 TD -0.00011 Tc 0.1601 Tw (Communications of the )Tj -22.22 -1.14999 TD -0.0005 Tc 0.0005 Tw (ACM 37\()Tj [12.5 ]TJ (7\))Tj [12.5 ]TJ (, July 1994, 92-99)Tj /N296 1 Tf 11.74001 0 TD 0 Tc 0 Tw ( )Tj -14.56 -2.14999 TD ([)Tj [-7 ]TJ (74])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.002 Tc 0.468 Tw (Shne)Tj [5.8 ]TJ (ide)Tj [5.8 ]TJ (r)Tj [5.8 ]TJ (m)Tj [15 ]TJ (an, B. M)Tj [5.8 ]TJ (a)Tj [2 ]TJ (e)Tj [5.8 ]TJ (s)Tj [1.2 ]TJ (, P)Tj [12.8 ]TJ (.)Tj /N296 1 Tf 12.42 0 TD -0.002 Tc 0.472 Tw ( \223Di)Tj [-4.2 ]TJ (r)Tj [1 ]TJ (ect)Tj [-4.2 ]TJ ( m)Tj [-4.2 ]TJ (a)Tj [1.8 ]TJ (ni)Tj [-4.2 ]TJ (pul)Tj [-4.2 ]TJ (at)Tj [-4.2 ]TJ (i)Tj [-4.2 ]TJ (on vs i)Tj [-4.2 ]TJ (n)Tj [-2 ]TJ (t)Tj [-4.2 ]TJ (e)Tj [1.8 ]TJ (rface )Tj [10 ]TJ (ag)Tj [8 ]TJ (ent)Tj [-4.2 ]TJ (s)Tj [-2.8 ]TJ (\224, )Tj /N299 1 Tf -12.42 -1.14999 TD -0.0004 Tc 0.0004 Tw (Interactions: new visions of human-computer interaction Nov-Dec 1997)Tj /N296 1 Tf 28.83 0 TD 0 Tc 0 Tw ( )Tj -31.64999 -2.14999 TD ([)Tj [-7 ]TJ (75])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.0006 Tc 0.12939 Tw (Te)Tj [4.39999 ]TJ (r)Tj [4.39999 ]TJ (v)Tj [0.60001 ]TJ (e)Tj [4.39999 ]TJ (e)Tj [4.39999 ]TJ (n)Tj [-3.2 ]TJ (, L. Hill, W. Am)Tj [13.60001 ]TJ (e)Tj [4.39999 ]TJ (n)Tj [-3.2 ]TJ (t)Tj [3.60001 ]TJ (o, B. M)Tj [4.39999 ]TJ (c)Tj [4.39999 ]TJ (D)Tj [2.8 ]TJ (onald, D. )Tj [10 ]TJ (Cr)Tj [4.39999 ]TJ (e)Tj [4.39999 ]TJ (s)Tj [-0.2 ]TJ (t)Tj [3.60001 ]TJ (e)Tj [4.39999 ]TJ (r)Tj [4.39999 ]TJ (,)Tj [0.60001 ]TJ ( )Tj [10 ]TJ (J.)Tj /N296 1 Tf 25.64 0 TD -0.00169 Tc 0.1217 Tw ( \223P)Tj [-5.60001 ]TJ (HOAKS)Tj [-5.5 ]TJ (: A )Tj -25.64 -1.14999 TD -0.00191 Tc 0.1619 Tw (S)Tj [-5.7 ]TJ (y)Tj [28.10001 ]TJ (st)Tj [-4.10001 ]TJ (em)Tj [-4.10001 ]TJ ( for S)Tj [-5.7 ]TJ (h)Tj [-1.89999 ]TJ (ari)Tj [-4.10001 ]TJ (n)Tj [-1.89999 ]TJ (g)Tj [8.10001 ]TJ ( R)Tj [-4.89999 ]TJ (ecom)Tj [-4.10001 ]TJ (m)Tj [-4.10001 ]TJ (e)Tj [1.89999 ]TJ (ndat)Tj [-4.10001 ]TJ (i)Tj [-4.10001 ]TJ (ons\224,)Tj /N299 1 Tf 16.53999 0 TD -0.0002 Tc 0.15021 Tw ( Communications of the ACM 40\()Tj [12.8 ]TJ (3\))Tj [12.8 ]TJ (, )Tj -16.53999 -1.14999 TD -0.0005 Tc 0.0005 Tw (March 1997, 59-62)Tj /N296 1 Tf 7.74001 0 TD 0 Tc 0 Tw ( )Tj -10.56 -2.14999 TD ([)Tj [-7 ]TJ (76])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.00191 Tc 0.4819 Tw (T)Tj [-4.89999 ]TJ (u)Tj [-5.7 ]TJ (ri)Tj [-4.10001 ]TJ (n)Tj [-5.7 ]TJ (g, A. M.)Tj /N296 1 Tf 6.88 0 TD -0.00031 Tc 0.47031 Tw ( )Tj [-10 ]TJ (\223On )Tj [-10 ]TJ (Computable )Tj [-10 ]TJ (numbers with an application to the )Tj -6.88 -1.14999 TD 0 Tw (Entscheidung)Tj [9.60001 ]TJ (sproblem\224, )Tj /N299 1 Tf 10.09 0 TD -0.0002 Tc 0.0002 Tw (Proc. London Math. Soc. 42, 1937, 230-65)Tj /N296 1 Tf 17.13 0 TD 0 Tc 0 Tw ( )Tj -30.03999 -1.14999 TD ([)Tj [-7 ]TJ (77])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.0029 Tc 0.1129 Tw (T)Tj [-5.89999 ]TJ (u)Tj [-6.7 ]TJ (ri)Tj [-5.10001 ]TJ (n)Tj [-6.7 ]TJ (g)Tj [-2.89999 ]TJ ( A. M.)Tj /N296 1 Tf 5.89 0 TD -0.0005 Tc 0.1105 Tw ( \223Computing)Tj [9.5 ]TJ ( Machinery)Tj [29.5 ]TJ ( and I)Tj [22.5 ]TJ (n)Tj [-0.5 ]TJ (tellig)Tj [9.5 ]TJ (ence\224, )Tj /N299 1 Tf 17.83 0 TD -0.00011 Tc 0.1001 Tw (Mind 59, Oct 1950, )Tj -23.72 -1.14999 TD -0.0004 Tc 0 Tw (433-460)Tj /N296 1 Tf 3.33 0 TD 0 Tc ( )Tj -6.14999 -1.14999 TD ([)Tj [-7 ]TJ (78])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD -0.00011 Tc 0.2301 Tw (Vivacqua, A.)Tj /N296 1 Tf 5.75999 0 TD -0.00101 Tc 0.231 Tw ( \223Ag)Tj [9 ]TJ (e)Tj [2.8 ]TJ (nts for Ex)Tj [-11 ]TJ (pertise L)Tj [19.8 ]TJ (o)Tj [-1 ]TJ (cation\224, )Tj /N299 1 Tf 14.82001 0 TD -0.0002 Tc 0.23019 Tw (In Autonomous Agents 98, )Tj -20.58 -1.14999 TD -0.00011 Tc 0.00011 Tw (Minneapolis MN USA)Tj /N296 1 Tf 8.83 0 TD 0 Tc 0 Tw ( )Tj -11.64999 -2.14999 TD ([)Tj [-7 ]TJ (79])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.0023 Tc 0.05769 Tw (Wasz)Tj [6.10001 ]TJ (k)Tj [-1.5 ]TJ (ie)Tj [6.10001 ]TJ (wic)Tj [6.10001 ]TJ (z)Tj [6.10001 ]TJ (,)Tj [2.3 ]TJ ( P)Tj [13.10001 ]TJ (.)Tj [2.3 ]TJ ( C)Tj [4.5 ]TJ (unningham)Tj [15.3 ]TJ (,)Tj [2.3 ]TJ ( P)Tj [13.10001 ]TJ (.)Tj [2.3 ]TJ ( Byr)Tj [6.10001 ]TJ (n)Tj [-1.5 ]TJ (e)Tj [6.10001 ]TJ (,)Tj [2.3 ]TJ ( )Tj [10 ]TJ (C)Tj [4.5 ]TJ (.)Tj /N296 1 Tf 18.69 0 TD 0.0009 Tc 0.0491 Tw ( \223)Tj [4.7 ]TJ (C)Tj [-2.10001 ]TJ (a)Tj [4.7 ]TJ (s)Tj [0.10001 ]TJ (e)Tj [4.7 ]TJ (-)Tj [3.89999 ]TJ (ba)Tj [4.7 ]TJ (se)Tj [4.7 ]TJ (d Use)Tj [4.7 ]TJ (r)Tj [3.89999 ]TJ ( Pr)Tj [3.89999 ]TJ (of)Tj [3.89999 ]TJ (iling)Tj [10.89999 ]TJ ( in a)Tj [4.7 ]TJ ( )Tj -18.69 -1.14999 TD -0.0011 Tc 0.0011 Tw (P)Tj [-4.89999 ]TJ (e)Tj [2.7 ]TJ (rsonal)Tj [-3.3 ]TJ ( Travel)Tj [-3.3 ]TJ ( Assi)Tj [-3.3 ]TJ (st)Tj [-3.3 ]TJ (ant)Tj [-3.3 ]TJ (\224)Tj [2.7 ]TJ (, )Tj /N299 1 Tf 11.14999 0 TD -0.00011 Tc 0.00011 Tw (In Autonomous Agents 98, Minneapolis MN USA)Tj /N296 1 Tf 19.63 0 TD 0 Tc 0 Tw ( )Tj ET PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Page: 28 28 %%BeginPageSetup userdict /pgsave save put PDFVars begin PDF begin PDFVars/InitAll get exec %%EndPageSetup 0 0 595 842 RC BT /N296 1 Tf 12 0 0 12 89.92059 795.80029 Tm /N298 /ColorSpace findRes cs 0 0 0 scn /N307 /ExtGState findRes gs -0.00011 Tc 0.00011 Tw (ECS Technical Reports. )Tj 0 -62.60001 TD 0 Tc 16.55 Tw ( 28 )Tj 0 59.55 TD 0 Tw ([)Tj [-7 ]TJ (80])Tj [-7 ]TJ ( )Tj /N232 1 Tf 2.82001 0 TD 0.0002 Tc 0.0598 Tw (Wooldridge, M. J. Jennings )Tj [10 ]TJ (N. )Tj [10 ]TJ (R.)Tj /N296 1 Tf 14.50999 0 TD -0.0007 Tc 0.0507 Tw ( \223I)Tj [22.3 ]TJ (ntellig)Tj [9.3 ]TJ (ent Ag)Tj [9.3 ]TJ (ents: Theory)Tj [29.3 ]TJ ( and Practice\224, )Tj /N299 1 Tf -14.50999 -1.14999 TD -0.00031 Tc 0.00031 Tw (The Knowledge Engineering Review 10\()Tj [12.7 ]TJ (2\))Tj [12.7 ]TJ (, 1995)Tj /N296 1 Tf 19.46001 0 TD 0 Tc 0 Tw ( )Tj -22.28 -2.14999 TD ( )Tj ET PDFVars/TermAll get exec end end userdict /pgsave get restore showpage %%PageTrailer %%EndPage %%Trailer %%EOF