(original) (raw)

%!PS-Adobe-2.0 %%Creator: dvips(k) 5.90a Copyright 2002 Radical Eye Software %%Title: paper.dvi %%Pages: 6 %%PageOrder: Ascend %%BoundingBox: 0 0 612 792 %%DocumentFonts: CMBX12 CMR12 CMTT12 CMR10 CMMI10 CMSY10 MSBM10 CMBX10 %%+ CMTI10 CMMI8 CMSY8 CMEX10 CMR8 CMMI6 MSBM7 %%EndComments %DVIPSWebPage: (www.radicaleye.com) %DVIPSCommandLine: dvips -tletter -o paper.ps paper.dvi %DVIPSParameters: dpi=1200, compressed %DVIPSSource: TeX output 2003.05.28:1710 %%BeginProcSet: texc.pro %! /TeXDict 300 dict def TeXDict begin/N{def}def/B{bind def}N/S{exch}N/X{S N}B/A{dup}B/TR{translate}N/isls false N/vsize 11 72 mul N/hsize 8.5 72 mul N/landplus90{false}def/@rigin{isls{[0 landplus90{1 -1}{-1 1}ifelse 0 0 0]concat}if 72 Resolution div 72 VResolution div neg scale isls{ landplus90{VResolution 72 div vsize mul 0 exch}{Resolution -72 div hsize mul 0}ifelse TR}if Resolution VResolution vsize -72 div 1 add mul TR[ matrix currentmatrix{A A round sub abs 0.00001 lt{round}if}forall round exch round exch]setmatrix}N/@landscape{/isls true N}B/@manualfeed{ statusdict/manualfeed true put}B/@copies{/#copies X}B/FMat[1 0 0 -1 0 0] N/FBB[0 0 0 0]N/nn 0 N/IEn 0 N/ctr 0 N/df-tail{/nn 8 dict N nn begin /FontType 3 N/FontMatrix fntrx N/FontBBox FBB N string/base X array /BitMaps X/BuildChar{CharBuilder}N/Encoding IEn N end A{/foo setfont}2 array copy cvx N load 0 nn put/ctr 0 N[}B/sf 0 N/df{/sf 1 N/fntrx FMat N df-tail}B/dfs{div/sf X/fntrx[sf 0 0 sf neg 0 0]N df-tail}B/E{pop nn A definefont setfont}B/Cw{Cd A length 5 sub get}B/Ch{Cd A length 4 sub get }B/Cx{128 Cd A length 3 sub get sub}B/Cy{Cd A length 2 sub get 127 sub} B/Cdx{Cd A length 1 sub get}B/Ci{Cd A type/stringtype ne{ctr get/ctr ctr 1 add N}if}B/id 0 N/rw 0 N/rc 0 N/gp 0 N/cp 0 N/G 0 N/CharBuilder{save 3 1 roll S A/base get 2 index get S/BitMaps get S get/Cd X pop/ctr 0 N Cdx 0 Cx Cy Ch sub Cx Cw add Cy setcachedevice Cw Ch true[1 0 0 -1 -.1 Cx sub Cy .1 sub]/id Ci N/rw Cw 7 add 8 idiv string N/rc 0 N/gp 0 N/cp 0 N{ rc 0 ne{rc 1 sub/rc X rw}{G}ifelse}imagemask restore}B/G{{id gp get/gp gp 1 add N A 18 mod S 18 idiv pl S get exec}loop}B/adv{cp add/cp X}B /chg{rw cp id gp 4 index getinterval putinterval A gp add/gp X adv}B/nd{ /cp 0 N rw exit}B/lsh{rw cp 2 copy get A 0 eq{pop 1}{A 255 eq{pop 254}{ A A add 255 and S 1 and or}ifelse}ifelse put 1 adv}B/rsh{rw cp 2 copy get A 0 eq{pop 128}{A 255 eq{pop 127}{A 2 idiv S 128 and or}ifelse} ifelse put 1 adv}B/clr{rw cp 2 index string putinterval adv}B/set{rw cp fillstr 0 4 index getinterval putinterval adv}B/fillstr 18 string 0 1 17 {2 copy 255 put pop}for N/pl[{adv 1 chg}{adv 1 chg nd}{1 add chg}{1 add chg nd}{adv lsh}{adv lsh nd}{adv rsh}{adv rsh nd}{1 add adv}{/rc X nd}{ 1 add set}{1 add clr}{adv 2 chg}{adv 2 chg nd}{pop nd}]A{bind pop} forall N/D{/cc X A type/stringtype ne{]}if nn/base get cc ctr put nn /BitMaps get S ctr S sf 1 ne{A A length 1 sub A 2 index S get sf div put }if put/ctr ctr 1 add N}B/I{cc 1 add D}B/bop{userdict/bop-hook known{ bop-hook}if/SI save N @rigin 0 0 moveto/V matrix currentmatrix A 1 get A mul exch 0 get A mul add .99 lt{/QV}{/RV}ifelse load def pop pop}N/eop{ SI restore userdict/eop-hook known{eop-hook}if showpage}N/@start{ userdict/start-hook known{start-hook}if pop/VResolution X/Resolution X 1000 div/DVImag X/IEn 256 array N 2 string 0 1 255{IEn S A 360 add 36 4 index cvrs cvn put}for pop 65781.76 div/vsize X 65781.76 div/hsize X}N /p{show}N/RMat[1 0 0 -1 0 0]N/BDot 260 string N/Rx 0 N/Ry 0 N/V{}B/RV/v{ /Ry X/Rx X V}B statusdict begin/product where{pop false[(Display)(NeXT) (LaserWriter 16/600)]{A length product length le{A length product exch 0 exch getinterval eq{pop true exit}if}{pop}ifelse}forall}{false}ifelse end{{gsave TR -.1 .1 TR 1 1 scale Rx Ry false RMat{BDot}imagemask grestore}}{{gsave TR -.1 .1 TR Rx Ry scale 1 1 false RMat{BDot} imagemask grestore}}ifelse B/QV{gsave newpath transform round exch round exch itransform moveto Rx 0 rlineto 0 Ry neg rlineto Rx neg 0 rlineto fill grestore}B/a{moveto}B/delta 0 N/tail{A/delta X 0 rmoveto}B/M{S p delta add tail}B/b{S p tail}B/c{-4 M}B/d{-3 M}B/e{-2 M}B/f{-1 M}B/g{0 M} B/h{1 M}B/i{2 M}B/j{3 M}B/k{4 M}B/w{0 rmoveto}B/l{p -4 w}B/m{p -3 w}B/n{ p -2 w}B/o{p -1 w}B/q{p 1 w}B/r{p 2 w}B/s{p 3 w}B/t{p 4 w}B/x{0 S rmoveto}B/y{3 2 roll p a}B/bos{/SS save N}B/eos{SS restore}B end %%EndProcSet %%BeginProcSet: texps.pro %! TeXDict begin/rf{findfont dup length 1 add dict begin{1 index/FID ne 2 index/UniqueID ne and{def}{pop pop}ifelse}forall[1 index 0 6 -1 roll exec 0 exch 5 -1 roll VResolution Resolution div mul neg 0 0]/Metrics exch def dict begin Encoding{exch dup type/integertype ne{pop pop 1 sub dup 0 le{pop}{[}ifelse}{FontMatrix 0 get div Metrics 0 get div def} ifelse}forall Metrics/Metrics currentdict end def[2 index currentdict end definefont 3 -1 roll makefont/setfont cvx]cvx def}def/ObliqueSlant{ dup sin S cos div neg}B/SlantFont{4 index mul add}def/ExtendFont{3 -1 roll mul exch}def/ReEncodeFont{CharStrings rcheck{/Encoding false def dup[exch{dup CharStrings exch known not{pop/.notdef/Encoding true def} if}forall Encoding{]exch pop}{cleartomark}ifelse}if/Encoding exch def} def end %%EndProcSet %%BeginProcSet: special.pro %! TeXDict begin/SDict 200 dict N SDict begin/@SpecialDefaults{/hs 612 N /vs 792 N/ho 0 N/vo 0 N/hsc 1 N/vsc 1 N/ang 0 N/CLIP 0 N/rwiSeen false N /rhiSeen false N/letter{}N/note{}N/a4{}N/legal{}N}B/@scaleunit 100 N /@hscale{@scaleunit div/hsc X}B/@vscale{@scaleunit div/vsc X}B/@hsize{ /hs X/CLIP 1 N}B/@vsize{/vs X/CLIP 1 N}B/@clip{/CLIP 2 N}B/@hoffset{/ho X}B/@voffset{/vo X}B/@angle{/ang X}B/@rwi{10 div/rwi X/rwiSeen true N}B /@rhi{10 div/rhi X/rhiSeen true N}B/@llx{/llx X}B/@lly{/lly X}B/@urx{ /urx X}B/@ury{/ury X}B/magscale true def end/@MacSetUp{userdict/md known {userdict/md get type/dicttype eq{userdict begin md length 10 add md maxlength ge{/md md dup length 20 add dict copy def}if end md begin /letter{}N/note{}N/legal{}N/od{txpose 1 0 mtx defaultmatrix dtransform S atan/pa X newpath clippath mark{transform{itransform moveto}}{transform{ itransform lineto}}{6 -2 roll transform 6 -2 roll transform 6 -2 roll transform{itransform 6 2 roll itransform 6 2 roll itransform 6 2 roll curveto}}{{closepath}}pathforall newpath counttomark array astore/gc xdf pop ct 39 0 put 10 fz 0 fs 2 F/|______Courier fnt invertflag{PaintBlack} if}N/txpose{pxs pys scale ppr aload pop por{noflips{pop S neg S TR pop 1 -1 scale}if xflip yflip and{pop S neg S TR 180 rotate 1 -1 scale ppr 3 get ppr 1 get neg sub neg ppr 2 get ppr 0 get neg sub neg TR}if xflip yflip not and{pop S neg S TR pop 180 rotate ppr 3 get ppr 1 get neg sub neg 0 TR}if yflip xflip not and{ppr 1 get neg ppr 0 get neg TR}if}{ noflips{TR pop pop 270 rotate 1 -1 scale}if xflip yflip and{TR pop pop 90 rotate 1 -1 scale ppr 3 get ppr 1 get neg sub neg ppr 2 get ppr 0 get neg sub neg TR}if xflip yflip not and{TR pop pop 90 rotate ppr 3 get ppr 1 get neg sub neg 0 TR}if yflip xflip not and{TR pop pop 270 rotate ppr 2 get ppr 0 get neg sub neg 0 S TR}if}ifelse scaleby96{ppr aload pop 4 -1 roll add 2 div 3 1 roll add 2 div 2 copy TR .96 dup scale neg S neg S TR}if}N/cp{pop pop showpage pm restore}N end}if}if}N/normalscale{ Resolution 72 div VResolution 72 div neg scale magscale{DVImag dup scale }if 0 setgray}N/psfts{S 65781.76 div N}N/startTexFig{/psf$SavedState save N userdict maxlength dict begin/magscale true def normalscale currentpoint TR/psf$ury psfts/psf$urx psfts/psf$lly psfts/psf$llx psfts /psf$y psfts/psf$x psfts currentpoint/psf$cy X/psf$cx X/psf$sx psf$x psf$urx psf$llx sub div N/psf$sy psf$y psf$ury psf$lly sub div N psf$sx psf$sy scale psf$cx psf$sx div psf$llx sub psf$cy psf$sy div psf$ury sub TR/showpage{}N/erasepage{}N/setpagedevice{pop}N/copypage{}N/p 3 def @MacSetUp}N/doclip{psf$llx psf$lly psf$urx psf$ury currentpoint 6 2 roll newpath 4 copy 4 2 roll moveto 6 -1 roll S lineto S lineto S lineto closepath clip newpath moveto}N/endTexFig{end psf$SavedState restore}N /@beginspecial{SDict begin/SpecialSave save N gsave normalscale currentpoint TR @SpecialDefaults count/ocount X/dcount countdictstack N} N/@setspecial{CLIP 1 eq{newpath 0 0 moveto hs 0 rlineto 0 vs rlineto hs neg 0 rlineto closepath clip}if ho vo TR hsc vsc scale ang rotate rwiSeen{rwi urx llx sub div rhiSeen{rhi ury lly sub div}{dup}ifelse scale llx neg lly neg TR}{rhiSeen{rhi ury lly sub div dup scale llx neg lly neg TR}if}ifelse CLIP 2 eq{newpath llx lly moveto urx lly lineto urx ury lineto llx ury lineto closepath clip}if/showpage{}N/erasepage{}N /setpagedevice{pop}N/copypage{}N newpath}N/@endspecial{count ocount sub{ pop}repeat countdictstack dcount sub{end}repeat grestore SpecialSave restore end}N/@defspecial{SDict begin}N/@fedspecial{end}B/li{lineto}B /rl{rlineto}B/rc{rcurveto}B/np{/SaveX currentpoint/SaveY X N 1 setlinecap newpath}N/st{stroke SaveX SaveY moveto}N/fil{fill SaveX SaveY moveto}N/ellipse{/endangle X/startangle X/yrad X/xrad X/savematrix matrix currentmatrix N TR xrad yrad scale 0 0 1 startangle endangle arc savematrix setmatrix}N end %%EndProcSet %%BeginProcSet: color.pro %! TeXDict begin/setcmykcolor where{pop}{/setcmykcolor{dup 10 eq{pop setrgbcolor}{1 sub 4 1 roll 3{3 index add neg dup 0 lt{pop 0}if 3 1 roll }repeat setrgbcolor pop}ifelse}B}ifelse/TeXcolorcmyk{setcmykcolor}def /TeXcolorrgb{setrgbcolor}def/TeXcolorgrey{setgray}def/TeXcolorgray{ setgray}def/TeXcolorhsb{sethsbcolor}def/currentcmykcolor where{pop}{ /currentcmykcolor{currentrgbcolor 10}B}ifelse/DC{exch dup userdict exch known{pop pop}{X}ifelse}B/GreenYellow{0.15 0 0.69 0 setcmykcolor}DC /Yellow{0 0 1 0 setcmykcolor}DC/Goldenrod{0 0.10 0.84 0 setcmykcolor}DC /Dandelion{0 0.29 0.84 0 setcmykcolor}DC/Apricot{0 0.32 0.52 0 setcmykcolor}DC/Peach{0 0.50 0.70 0 setcmykcolor}DC/Melon{0 0.46 0.50 0 setcmykcolor}DC/YellowOrange{0 0.42 1 0 setcmykcolor}DC/Orange{0 0.61 0.87 0 setcmykcolor}DC/BurntOrange{0 0.51 1 0 setcmykcolor}DC /Bittersweet{0 0.75 1 0.24 setcmykcolor}DC/RedOrange{0 0.77 0.87 0 setcmykcolor}DC/Mahogany{0 0.85 0.87 0.35 setcmykcolor}DC/Maroon{0 0.87 0.68 0.32 setcmykcolor}DC/BrickRed{0 0.89 0.94 0.28 setcmykcolor}DC/Red{ 0 1 1 0 setcmykcolor}DC/OrangeRed{0 1 0.50 0 setcmykcolor}DC/RubineRed{ 0 1 0.13 0 setcmykcolor}DC/WildStrawberry{0 0.96 0.39 0 setcmykcolor}DC /Salmon{0 0.53 0.38 0 setcmykcolor}DC/CarnationPink{0 0.63 0 0 setcmykcolor}DC/Magenta{0 1 0 0 setcmykcolor}DC/VioletRed{0 0.81 0 0 setcmykcolor}DC/Rhodamine{0 0.82 0 0 setcmykcolor}DC/Mulberry{0.34 0.90 0 0.02 setcmykcolor}DC/RedViolet{0.07 0.90 0 0.34 setcmykcolor}DC /Fuchsia{0.47 0.91 0 0.08 setcmykcolor}DC/Lavender{0 0.48 0 0 setcmykcolor}DC/Thistle{0.12 0.59 0 0 setcmykcolor}DC/Orchid{0.32 0.64 0 0 setcmykcolor}DC/DarkOrchid{0.40 0.80 0.20 0 setcmykcolor}DC/Purple{ 0.45 0.86 0 0 setcmykcolor}DC/Plum{0.50 1 0 0 setcmykcolor}DC/Violet{ 0.79 0.88 0 0 setcmykcolor}DC/RoyalPurple{0.75 0.90 0 0 setcmykcolor}DC /BlueViolet{0.86 0.91 0 0.04 setcmykcolor}DC/Periwinkle{0.57 0.55 0 0 setcmykcolor}DC/CadetBlue{0.62 0.57 0.23 0 setcmykcolor}DC /CornflowerBlue{0.65 0.13 0 0 setcmykcolor}DC/MidnightBlue{0.98 0.13 0 0.43 setcmykcolor}DC/NavyBlue{0.94 0.54 0 0 setcmykcolor}DC/RoyalBlue{1 0.50 0 0 setcmykcolor}DC/Blue{1 1 0 0 setcmykcolor}DC/Cerulean{0.94 0.11 0 0 setcmykcolor}DC/Cyan{1 0 0 0 setcmykcolor}DC/ProcessBlue{0.96 0 0 0 setcmykcolor}DC/SkyBlue{0.62 0 0.12 0 setcmykcolor}DC/Turquoise{0.85 0 0.20 0 setcmykcolor}DC/TealBlue{0.86 0 0.34 0.02 setcmykcolor}DC /Aquamarine{0.82 0 0.30 0 setcmykcolor}DC/BlueGreen{0.85 0 0.33 0 setcmykcolor}DC/Emerald{1 0 0.50 0 setcmykcolor}DC/JungleGreen{0.99 0 0.52 0 setcmykcolor}DC/SeaGreen{0.69 0 0.50 0 setcmykcolor}DC/Green{1 0 1 0 setcmykcolor}DC/ForestGreen{0.91 0 0.88 0.12 setcmykcolor}DC /PineGreen{0.92 0 0.59 0.25 setcmykcolor}DC/LimeGreen{0.50 0 1 0 setcmykcolor}DC/YellowGreen{0.44 0 0.74 0 setcmykcolor}DC/SpringGreen{ 0.26 0 0.76 0 setcmykcolor}DC/OliveGreen{0.64 0 0.95 0.40 setcmykcolor} DC/RawSienna{0 0.72 1 0.45 setcmykcolor}DC/Sepia{0 0.83 1 0.70 setcmykcolor}DC/Brown{0 0.81 1 0.60 setcmykcolor}DC/Tan{0.14 0.42 0.56 0 setcmykcolor}DC/Gray{0 0 0 0.50 setcmykcolor}DC/Black{0 0 0 1 setcmykcolor}DC/White{0 0 0 0 setcmykcolor}DC end %%EndProcSet %%BeginFont: CMBX12 %!PS-AdobeFont-1.1: CMBX12 1.0 %%CreationDate: 1991 Aug 20 16:34:54 % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMBX12) readonly def /FamilyName (Computer Modern) readonly def /Weight (Bold) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMBX12 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 11 /ff put dup 46 /period put dup 65 /A put dup 66 /B put dup 68 /D put dup 73 /I put dup 74 /J put dup 76 /L put dup 77 /M put dup 80 /P put dup 82 /R put dup 97 /a 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 108 /l 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 readonly def /FontBBox{-53 -251 1139 750}readonly def /UniqueID 5000769 def currentdict end currentfile eexec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cleartomark %%EndFont %%BeginFont: MSBM7 %!PS-AdobeFont-1.1: MSBM7 2.1 %%CreationDate: 1992 Oct 17 08:30:50 % Math Symbol fonts were designed by the American Mathematical Society. % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (2.1) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (MSBM7) readonly def /FamilyName (Euler) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /MSBM7 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 82 /R put readonly def /FontBBox{0 -504 2615 1004}readonly def /UniqueID 5032014 def currentdict end currentfile eexec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cleartomark %%EndFont %%BeginFont: CMMI6 %!PS-AdobeFont-1.1: CMMI6 1.100 %%CreationDate: 1996 Jul 23 07:53:52 % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (1.100) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMMI6) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle -14.04 def /isFixedPitch false def end readonly def /FontName /CMMI6 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 110 /n put readonly def /FontBBox{11 -250 1241 750}readonly def /UniqueID 5087381 def currentdict end currentfile eexec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cleartomark %%EndFont %%BeginFont: CMR8 %!PS-AdobeFont-1.1: CMR8 1.0 %%CreationDate: 1991 Aug 20 16:39:40 % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMR8) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMR8 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 40 /parenleft put dup 41 /parenright put dup 48 /zero put dup 49 /one put dup 50 /two put dup 58 /colon put dup 61 /equal put readonly def /FontBBox{-36 -250 1070 750}readonly def /UniqueID 5000791 def currentdict end currentfile eexec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cleartomark %%EndFont %%BeginFont: CMEX10 %!PS-AdobeFont-1.1: CMEX10 1.00 %%CreationDate: 1992 Jul 23 21:22:48 % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (1.00) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMEX10) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMEX10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 18 /parenleftbigg put dup 19 /parenrightbigg put dup 40 /braceleftBigg put dup 41 /bracerightBigg put dup 88 /summationdisplay put dup 91 /uniondisplay put readonly def /FontBBox{-24 -2960 1454 772}readonly def /UniqueID 5000774 def currentdict end currentfile eexec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cleartomark %%EndFont %%BeginFont: CMSY8 %!PS-AdobeFont-1.1: CMSY8 1.0 %%CreationDate: 1991 Aug 15 07:22:10 % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMSY8) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle -14.035 def /isFixedPitch false def end readonly def /FontName /CMSY8 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 0 /minus put dup 3 /asteriskmath put dup 20 /lessequal put dup 33 /arrowright put dup 48 /prime put dup 49 /infinity put dup 50 /element put dup 70 /F put dup 72 /H put dup 88 /X put readonly def /FontBBox{-30 -955 1185 779}readonly def /UniqueID 5000818 def currentdict end currentfile eexec D9D66F633B846A97B686A97E45A3D0AA052F09F9C8ADE9D907C058B87E9B6964 7D53359E51216774A4EAA1E2B58EC3176BD1184A633B951372B4198D4E8C5EF4 A213ACB58AA0A658908035BF2ED8531779838A960DFE2B27EA49C37156989C85 E21B3ABF72E39A89232CD9F4237FC80C9E64E8425AA3BEF7DED60B122A52922A 221A37D9A807DD01161779DDE7D5FC1B2109839E5B52DFBB2A7C1B5D8E7E8AA0 5B10EA43D6A8ED61AF5B23D49920D8F79DAB6A59062134D84AC0100187A6CD1F 80F5DDD9D222ACB1C23326A7656A635C4A241CCD32CBFDF8363206B8AA36E107 1477F5496111E055C7491002AFF272E46ECC46422F0380D093284870022523FB DA1716CC4F2E2CCAD5F173FCBE6EDDB874AD255CD5E5C0F86214393FCB5F5C20 9C3C2BB5886E36FC3CCC21483C3AC193485A46E9D22BD7201894E4D45ADD9BF1 CC5CF6A5010B5654AC0BE0DA903DB563B13840BA3015F72E51E3BC80156388BA F83C7D393392BCBC227771CDCB976E93302532464BD3A87BB4BAABEB40184D2D 419B5A7DF9EA38A27A732A88BD23B66124627E76D37A4CAB4944ED0B7348E358 1959E74429818EFA1DCC661B06D4B985C63669FA8DFB8A050D2796B0C7B93523 2A7FF518201937BFAAEDD3C66740B514B44F168E3D8658030A3729069189E41E 958910CF7CAACBEA55C19FD9E47E4729C10C54CD1FABB9EC609CB7F1421EC71E A8C0C038D2153FFB747C61C4744E513427451A79968329642EF0151E5C08363D D795BFB074DE36DEBD7BAD64B7D3515B98E891DE8CEB2689A4C9241C6314B767 4080058246E55469791807C5F582DC7FE765E1B58E723C1BE22386A3FDBFE187 88ADC4DBDCD6034742F109FE3D323C7E6E0334F7846F84CB2D9F4D357166FCAC 4F27C542802C3D446AFCFC10426CE7196D9F419995F371AFAF0529F24C5EB381 18C60A9895DAC6513511751464AC566CE58E722BABBE56D4788D599EBA580065 1E5240325EB1D3A91E368D1465E5ECD6A4D758C96C901FB7193B347FAAABF239 7ABFB02AAEC499431FCA36EE81835DE6BC21E6A9FDC6435571CD47ED4F55A168 D3DE62259BA4CADB222402192FF557CF58DBA4281B264F6243582B6BEBEDE64E 339D4B210789C9640D86C372920E1CDD07518F8B980F229AB86F6155FA9CE1F7 A6F743101D5BC698684D32466AE021FC06963CD26C37395D8A2BF975B1F28E65 61DB67153D8B88FDD6CCB4D9C8539801306BA4A1944C1973249BD7A018FA829C 2389145E06F85C4FC1D8A1E6CED3023948FDE28886DD819D4BABB91436A75CF1 01807ECB4712594AD8078347F92384F77037225CB5320FDD5BA5D257EA2C9374 99677B07DB7F504AD59D62A3257109506971DAE4EE4ABD6B89C431B5D303CDB4 B6CDA95217D3F20C5D79B43B02AE61CE9FC2F94323474E0AC5B432579FE046D9 D06461243364D5EBBB93E371EFFA30523064C2F4FFC200548226DC165098BD99 8B05D14043996F7C6801DE3F3CE520C8F895147C8C630F43CDB7BF5E1BF4E760 E4B6DB987679DB72DB55481F4FF30467C6FC96D7128BF9823329F1983EECEDBB 812039C684C6B7665E4C967510B9D80C832A0E51F78D35CC90A1CA9AA949D7FD 53B1DC80FBC1CCC4F1A28507FF3B4E688DD6204E4E691562A7E24B6A69AE2971 B1835B66CD61F35987C6403AAD7311480089B6596571670DFD3059C75F85E259 DE406BCB647CCCF17C422AE4CEC8FA6A9334A3B29C63E7887F156FD04C714C63 83277B0D4B35C42F933F4342D0D4F01B6A3EFB658805512C617312FAB16A7B64 1784E29E4A913527786CDDC87406E40DCA9D768F68E4EB0F6D78F1202FFFC415 598647DE923F737728695964EE9851A3599CA80C5DA73A38F841560ABAA661F7 51A5F2B5A618C8EF462395BA6DAF8A34C933513451B6909359E1099B44489C01 F7E9ED8665090F8B2D31163FC448B437D3515C1ED52234D49D8A51503F10077B E3437AD44E82D0FAF1BDB628458E91B2091E440799F0005A9D682F7FD2DFF229 D565334B8566E4668EC692D228318342DEAB34B98AE111840945264F00033191 0A3FDADD99C82FB9CAECA1475EC8D84287D851BE935DE88CE695568408B61B68 8259A34FF08B6BCF8821498C5333B64CDFEB5866FD0C88CF740B8ECED4C7D2C6 F24C285F217FA472A637DBF057E6632EAAF64167CA40E3BD9FD89E224388F145 542D24F9E7ED0BAB6300DCD41BD734C2DA02584094111EE6A8C7A8307DF8ABA5 E7053A029DD60A2B78B9B4E18DFD1D227A5A653DA4E55BD0FE39B5643E6A6816 B132F269E88617278FD4DD5E07B725CA1CDC8C5286741F3A712D3C81CA4CE2DC 91A6218CCF66E1FAC84B639CA31C7F48444372159EDBD228B3D0D3F85F0C3982 B9B5B7059BF8F3281EC6DE953CC44BEF2C7409EB2AE0B03D299039062C2D81F2 290696CF4198A0FB30C0DA00082D30413040A50E3EF447D9B4EE6B5430FF654E B69BEF9510A96E26B470D3AD705014630AE0D61CA8CD558D692D527112969722 7D6BBBB1175E03059EA23E8E036F9441224BDD0B9A87A3EA44697C7B358CB62D D19C848F9C636A5E3F2E91CF02324FB6F0A064A2153E7CC2BE5C297E64CC446D 1E0355249B03357710C5673480373C5C121488C670130F64CFE438709CB4DFC8 93C0607BD7D43476A54FD07BC9291484CFE6ABEA89529AC35F548AB5EE61D24F 00F151CF69EF07CBC19F88B8D0D7CA34EF3D96CF062DC8A580601CE240073B52 12D35D44E3E00D180BD33C7EB00B1636D0E0609E2AE2332029A5AF0E6C09A985 5D6D0406F5DEC8DBC1F582CFB8A253524D21990DB1E5713FD6191742885DA448 A20601CBA2729DDFDD31BC7C5A4ACECBDBCBCBBDF70F58571BBAB09BC6A99CDD 6A378044780565AEB32D74C210B60A57D006E78F8F751122439F0ECD4BD2AD9F 6E1280FB83B5B6EE5A6BA1B56C81346943E4B0E28F3A335897E4E38FA946688B 8318477A290A57825C3734596696F28064AE8FC52654C07466B57E794F4CAF26 92DA961A0DD220F80181F993548BFCB4904D8C1953CDBA779DEB4E7E3EE134AE B36E407F9162743A0DC4 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark %%EndFont %%BeginFont: CMMI8 %!PS-AdobeFont-1.1: CMMI8 1.100 %%CreationDate: 1996 Jul 23 07:53:54 % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (1.100) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMMI8) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle -14.04 def /isFixedPitch false def end readonly def /FontName /CMMI8 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 11 /alpha put dup 17 /eta put dup 21 /lambda put dup 30 /phi put dup 62 /greater put dup 88 /X put dup 98 /b put dup 102 /f put dup 103 /g put dup 105 /i put dup 107 /k put dup 110 /n put readonly def /FontBBox{-24 -250 1110 750}readonly def /UniqueID 5087383 def currentdict end currentfile eexec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cleartomark %%EndFont %%BeginFont: CMTI10 %!PS-AdobeFont-1.1: CMTI10 1.00B %%CreationDate: 1992 Feb 19 19:56:16 % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (1.00B) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMTI10) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle -14.04 def /isFixedPitch false def end readonly def /FontName /CMTI10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 12 /fi put dup 44 /comma put dup 45 /hyphen put dup 46 /period put dup 49 /one put dup 50 /two put dup 51 /three put dup 58 /colon put dup 65 /A put dup 67 /C put dup 70 /F put dup 76 /L put dup 80 /P 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 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 121 /y put readonly def /FontBBox{-163 -250 1146 969}readonly def /UniqueID 5000828 def currentdict end currentfile eexec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cleartomark %%EndFont %%BeginFont: CMBX10 %!PS-AdobeFont-1.1: CMBX10 1.00B %%CreationDate: 1992 Feb 19 19:54:06 % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (1.00B) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMBX10) readonly def /FamilyName (Computer Modern) readonly def /Weight (Bold) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMBX10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 12 /fi put dup 46 /period put dup 49 /one put dup 50 /two put dup 51 /three put dup 52 /four put dup 68 /D put dup 69 /E put dup 84 /T put dup 101 /e put dup 104 /h put dup 105 /i put dup 109 /m put dup 110 /n put dup 111 /o put dup 114 /r put dup 116 /t put readonly def /FontBBox{-301 -250 1164 946}readonly def /UniqueID 5000768 def currentdict end currentfile eexec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cleartomark %%EndFont %%BeginFont: MSBM10 %!PS-AdobeFont-1.1: MSBM10 2.1 %%CreationDate: 1993 Sep 17 11:10:37 % Math Symbol fonts were designed by the American Mathematical Society. % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (2.1) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (MSBM10) readonly def /FamilyName (Euler) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /MSBM10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 82 /R put readonly def /FontBBox{-55 -420 2343 920}readonly def /UniqueID 5031982 def currentdict end currentfile eexec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cleartomark %%EndFont %%BeginFont: CMSY10 %!PS-AdobeFont-1.1: CMSY10 1.0 %%CreationDate: 1991 Aug 15 07:20:57 % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMSY10) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle -14.035 def /isFixedPitch false def end readonly def /FontName /CMSY10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 0 /minus put dup 1 /periodcentered put dup 2 /multiply put dup 6 /plusminus put dup 15 /bullet put dup 18 /reflexsubset put dup 20 /lessequal put dup 33 /arrowright put dup 49 /infinity put dup 50 /element put dup 54 /negationslash put dup 70 /F put dup 71 /G put dup 72 /H put dup 88 /X put dup 102 /braceleft put dup 103 /braceright put dup 106 /bar put dup 107 /bardbl put readonly def /FontBBox{-29 -960 1116 775}readonly def /UniqueID 5000820 def currentdict end currentfile eexec D9D66F633B846A97B686A97E45A3D0AA052F09F9C8ADE9D907C058B87E9B6964 7D53359E51216774A4EAA1E2B58EC3176BD1184A633B951372B4198D4E8C5EF4 A213ACB58AA0A658908035BF2ED8531779838A960DFE2B27EA49C37156989C85 E21B3ABF72E39A89232CD9F4237FC80C9E64E8425AA3BEF7DED60B122A52922A 221A37D9A807DD01161779DDE7D31FF2B87F97C73D63EECDDA4C49501773468A 27D1663E0B62F461F6E40A5D6676D1D12B51E641C1D4E8E2771864FC104F8CBF 5B78EC1D88228725F1C453A678F58A7E1B7BD7CA700717D288EB8DA1F57C4F09 0ABF1D42C5DDD0C384C7E22F8F8047BE1D4C1CC8E33368FB1AC82B4E96146730 DE3302B2E6B819CB6AE455B1AF3187FFE8071AA57EF8A6616B9CB7941D44EC7A 71A7BB3DF755178D7D2E4BB69859EFA4BBC30BD6BB1531133FD4D9438FF99F09 4ECC068A324D75B5F696B8688EEB2F17E5ED34CCD6D047A4E3806D000C199D7C 515DB70A8D4F6146FE068DC1E5DE8BC5703701F77F50FBBE021F4761B08ACA96 DB5561981607A8BBEAB3F49FD8F059018A95D2C836A793C947AEE5EAB45815FF 7A18A4A453C1E8C10EC5E6020462A92A0AEE570E81752D6F6E82A1A002E55B6D 14234E5F0E23B2A08F456B184592BE28EB3F1854910775E38E2239C9EDD65D23 E8583DB2BE7FBC149C86AFA33F8B048DCE0E8DF315FD88A5E4EFD9920B849044 C41E99457788A3392DB8C5D5C9322D263DE89A6452D2E3BF0817842D6C968E88 EEA0EA52CAEDDBE7F423B5A4C08B1A3FC3F28146CDDF4CF592860F904AB80768 043E3AA13276A385EB0769AAF3462FDDAC3D8AC5D8B85331CA4D81EB1C698FFE 1A8F55C61EF004CD1BB76BB6BF651F231E692D46C00EB883A62D709FD04A0BA9 F0D5426D3445542F334BAB13E88AB4E91BE50180066B15502E3FC68B6C22D4B0 4912031F6209861EDA4A187BEE8BA9229E084AD765A9A16BDE7C0B4C7BA902A9 A779D5B833D446021A981B5219E52BB4AFC73933894F52E36458F7B4C0CF8BD0 0EB55C14AEB18614D71963A4FAE2CB7D31D59EE92529E25481CBEBF269F170DF BDEB60A3328604EDA623751DC16211F2638EAC1F6FF566B414695D758012D522 0345D097999D351229B549944EFC8E71640C5AC97E3EBC15668F422A83D04D30 90CDD97A6C7623EB79535AC07D7CB6C8F5E926FE75160E19533A82CEFF9AF9DC 27EBA77253B4FE0671363830EA2294B021CA6B83C932F12EFFACB09B78F7EF5B 5EB49D5F3E7C6643ABD6DD439109EED8781FC9409884F072D21A9282A3E74199 C88EFFDD89EEA595DFED504F2A8E7BC3E392BEC9E3DA2C42530E705A6AE75C75 6231D963CEE6678BA9D63F3D1175E372467B787202A7B18EE7460BB9711376AF 643ED4F6B4F333FC3D6B30435063BBC35D96EFB82DC9DED1F2FE5AE89AD58EA6 131D8C8759EC1BE34A3BADFF550BCD38FF4E29A6A7401EEB8E2C6242475AEE0E 47CF84C1BD9164DCE7A799154059D83281DA5154A8B777B41ADA3BBB528FFA52 05A7B124CAD97DF63A6CC3CD9A08DF5208A31779CAE6785138A964F364C738CE 38826A8C50C9BD1852FF8ABE4649FF04BA50DDC5FAD5AEC44E961350B0D1BC0A AF1FA2860D4D7BDB53570F08EF6390B19771337F87F2963B36AC2A2292DE39DE 437766B350F4D7A1D1F6743F8EE54912CF81325150BDA112BFB28AAE7CC57DC8 DEFB3377425F379E6E056DA241904714AF96E1167A60CC6D9F5B132174C88999 53FFE9019E8054C1776AF866C7749CA649C339396B892DD7771CD11E34AE4DF7 3F7DA760F6739D4776DC3108131D6C7E340CCF8384DD8DD7B5E39B3C5C6C26E7 02C35988E6976A2AE5392F3E97982EA0E70BF204AD788A32F541D3F3A072C029 F61DB1CAB72FBB2C485F97C2DD006FEED927E7F68AAE38F88D5FF7022495D21C FC72D15F90C84856672724115A9ED7217E55631FFA1FA370A1A9C93E3AF65569 5E5BB317D6A7874F5B183DE0F4B7E9980D9733A119C703CD86F16AE03BA0D424 71025FB6496211D588A50E9D60B8430F41C0907E247139879DFD54ACBF4FCB1A 849D11B2CD52078724ADD96313619CFE3536CA2B4E3638484FEB26357B19EC81 4A68D36F1C50A22EF2084D28C944CC62F739A515B4B8DE1A66CD7C9D4BD3AAE0 2649EEE31D15D5ED09B69CD0F9DE8739DAC0756568B7F2615E79DB4B7999A431 EB086BCDBCF044D68CD76859F4ABAB163A487CFF7484F29AAADBF9E6F58E9EAD E91692A89A1D535021097E1D9D74C8B7E04CC8A37F47E56814E81F8C8E210870 00AD83652FE1C6E430F33F60CDBC879E593C042A4F6F2E1A08833E7C017791AF 15108D5D85604ED7734389508ED2F9FABA335B2F61FCBD9F4C10DAFA8FCD0EE3 1656F958AB0D535D4BF887B78E3B642D6D9D0CAE35FB9E1C56CAF3B11769797E B0C82817BCB7C40CAD90980DAAC4533118D2AD04B60A468A3A1A91867973613B F05953A35BB8137650E85A096396B8EB0EEC08B2C8F533579FF37B9A9FAB5CD9 FBC0F70C67161CD1A9D003A02A59826CD7F3EEDAC1A3B49783D0076A5F23E2EB 4FB8C47F504B1F2B409C1B434E33FF4D479892552D55AE81784D4A59915A0B87 2A1C152012ADD2D6538B16C4E13605B514B60367D54264017CBB420ECE87D6FA 86150EA060AB52A37822BD82215875BB18136F948C55E9B67F88943D896DA6DA 6D7C4A6A3C6ED684815E37F610E9119800051AA87664E0D54BA79B3B35964ACE C13A761F673064702BA7193FDAC982B89A903032FCAD62D41605036A7D5B3ED8 C90406401A1D4D103B2AE8D30B08D72C554707E929CCB8D7177A64DCE51DAAC2 03647CCF634907F219B0A8CC85257F5372880E539D742E86E4E6556D4A8FC09E B4C23259614F75C84964FE668630EC9DCE7736D50CB21ED6D634FE3FF4B64690 494620675E71AA96CCD56DA08DF2DB1E0D1BB385346049CA2F1700BD034B4978 78090A6BF7E980FDCF5EE01B83954CB8410EFE7957696F586287174493A8D8DE 83920A51DAE555D95A2978B889E8044897C57B26413F30BF253F632F8CD9583B 8F837E4E7C3FB81DFBF7DFE1F3BC40AF747BB4FF87ED47DDE33C3DEEDF38491F 7119CD93FDF1A7C3DDF301E8EAA375BA6F43AA1BBB1FEE1F25A4B319ECCA497E F3EE6C3087843ADA39708FCD022A7294AAE2AA2B05E8BDEB5D3A7F8812856DF9 F04C78F4469D4963370435D53FF7A8ABA804C682D0733A6C3D85688B61C89002 44005A8F658CBCC7CDC8EA7356E185759988A9C1B96A70D5BD0CA2D18E547D45 D036700AC750FB1BBCD7FA9F260795821888958A61CB840864C6974BA510E77D 7B8D9E829327E36F7C1B22C2EAC8AA6359319A1990494D172CB306EC1378DF2A D2F8A2D73D4A3DFE442F9A4644CE91EDC497010198E95CE598C7A9D662B9BAAC FAD607D157E99EC766DCFDEB1E1E9A8F2594E1BEFBBA3F4B47F9AB52D1980DF8 0296D4D902A4D8714E8B4BDF5C171B0988035268F31DEC9B4557663687B60115 CA97EC048C8CF240BE07ECE96AA4EAF25FF5439A5AB776F871B1CA8297BD6CEE EF93F84C1F1321B77D2DDDCD80F7948840E4FA64863FD3EDEE06C00CAF1FAF62 1DA6708AE494B5DC71FC5BB758391BCF840F231DB57C35B975E11F5D45FCDE5E B855B2D23B617A8ECCF33A2DE86800D89266FB5F609CF780673E0CB5FB5BF16E 56442353E982B6F741C83FC440C2274C7E38CF5608208C0308F7F9B397994F76 12784E2CE1A5E85F5A7D780857F52C57BEDEE27ECF90438E5C5F290A4CF97FDC 73438C0A63838D5D461A0CD88A1EAE13752DC2E03F95C50A6059A40434282CD0 A30679252F19B89BB2A54B635645D0FBBF7FC45A307D8FDFCC00F36AEEBEFF23 C75825BF6C878884C9DA0B409FF7DAF6362C54A730253A70F9FE97B0FB5463E1 DD7B969F68D6EA69F07DA9FDB651FEF66115A9BF91F77E33D84EC2835554BC4F 48C0A9F10B95D57438AA68393C89388BBB50A17E6B5C715D7CC097310D4395ED 902A38A1E60AD382932912548D82FE801B7DF24DA48BE98A6EC8634DF2C386F1 DECEBC47B192598ADF865CD60F53121F0CC92241FCF9DE0DC40D8980FB19F1DC 9387D24350CFE5B121222AF9A6C042514D57004B2266F37EA8A6DAFCAD74575A CD5B6978CA8766FD738F7031B59792FBA49206ADDE66DA3C82EE8080DB7EA6D8 A4CB269938A66F7A52F3AFB4217EDE9F79341128CC1CF15F8A0072C05DEF5D0E 4DF8085C3554868E436FFA31778A544ACE13AA083C82E5ED4A20F0B1A1BCFB3C 0756752970D3D8DFFADE5ACC9F125B816EFBA5AF7BB70D36E2E8C10B608E085F 1A63F9E3001E5E6CF1950E260B679B14FFDC86C00AB94669929B40D129D7503D 30FAE660D8C125285C1968426AA8E9995D4E278AA11F3F42F66D1A0307AB007A CA4AE57A9A42CDC1951CD1DB352B7D7BCFDDEBA5FE769A726DEB1F964EFA8F8C 9CB98A20A459D0B37719CB480B1D8383BC57660DCF55A2D9C9EAAE3682A55F77 81B8D8728BB34E487F08197F1B3A1DB22DE77228ED961BE5BF68B1B050E2636E FE6CF50A74B94A9592E8EB1B106DAB1C59773910CF80A7F8759938DA16D2F370 6FA3DCC2D79335BFC383890DE74CF53097C08CEAB6ADBC2583F83DF8417FE935 260CCE5AAF91FD21485B5DB8A2688325725C2000C06FCFFF23CB13EE1250F61A E3162740632F82F2F28E1D60CA915B827E438930635D 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark %%EndFont %%BeginFont: CMMI10 %!PS-AdobeFont-1.1: CMMI10 1.100 %%CreationDate: 1996 Jul 23 07:53:57 % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (1.100) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMMI10) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle -14.04 def /isFixedPitch false def end readonly def /FontName /CMMI10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 11 /alpha put dup 17 /eta put dup 18 /theta put dup 21 /lambda put dup 30 /phi put dup 32 /psi put dup 58 /period put dup 59 /comma put dup 60 /less put dup 61 /slash put dup 62 /greater put dup 67 /C put dup 72 /H put dup 76 /L put dup 80 /P put dup 82 /R put dup 88 /X put dup 89 /Y put dup 96 /lscript put dup 102 /f put dup 103 /g put dup 107 /k put dup 110 /n put dup 122 /z put readonly def /FontBBox{-32 -250 1048 750}readonly def /UniqueID 5087385 def currentdict end currentfile eexec D9D66F633B846A97B686A97E45A3D0AA0529731C99A784CCBE85B4993B2EEBDE 3B12D472B7CF54651EF21185116A69AB1096ED4BAD2F646635E019B6417CC77B 532F85D811C70D1429A19A5307EF63EB5C5E02C89FC6C20F6D9D89E7D91FE470 B72BEFDA23F5DF76BE05AF4CE93137A219ED8A04A9D7D6FDF37E6B7FCDE0D90B 986423E5960A5D9FBB4C956556E8DF90CBFAEC476FA36FD9A5C8175C9AF513FE D919C2DDD26BDC0D99398B9F4D03D5993DFC0930297866E1CD0A319B6B1FD958 9E394A533A081C36D456A09920001A3D2199583EB9B84B4DEE08E3D12939E321 990CD249827D9648574955F61BAAA11263A91B6C3D47A5190165B0C25ABF6D3E 6EC187E4B05182126BB0D0323D943170B795255260F9FD25F2248D04F45DFBFB DEF7FF8B19BFEF637B210018AE02572B389B3F76282BEB29CC301905D388C721 59616893E774413F48DE0B408BC66DCE3FE17CB9F84D205839D58014D6A88823 D9320AE93AF96D97A02C4D5A2BB2B8C7925C4578003959C46E3CE1A2F0EAC4BF 8B9B325E46435BDE60BC54D72BC8ACB5C0A34413AC87045DC7B84646A324B808 6FD8E34217213E131C3B1510415CE45420688ED9C1D27890EC68BD7C1235FAF9 1DAB3A369DD2FC3BE5CF9655C7B7EDA7361D7E05E5831B6B8E2EEC542A7B38EE 03BE4BAC6079D038ACB3C7C916279764547C2D51976BABA94BA9866D79F13909 95AA39B0F03103A07CBDF441B8C5669F729020AF284B7FF52A29C6255FCAACF1 74109050FBA2602E72593FBCBFC26E726EE4AEF97B7632BC4F5F353B5C67FED2 3EA752A4A57B8F7FEFF1D7341D895F0A3A0BE1D8E3391970457A967EFF84F6D8 47750B1145B8CC5BD96EE7AA99DDC9E06939E383BDA41175233D58AD263EBF19 AFC27E4A7E07D09FB08355F6EA74E530B0743143F2A871732D62D80F35B19FD2 C7FDF08105847F13D50934419AC647CBA71DF74F4531DC02BBDA22AEEA3FBBBB 407E0ACC52BDC60D01A29407CC4F93EB8BF6D4813E9BA858D54F38918AC82720 4956D50291F0546E50FCAFA6DBD0099123F5ECD4AB338DB310DB4CAE11337A89 8ED99B6F483940C97544F888EAF0CBEB11094A13C073D0061808662A04A82BA0 AD35E8782F854AF66C20C0FEF18D0ECDD1646321B93D327E53D88CA0E825FA95 05AA57BD70E859249077B0C65D73A717FCD3E4E63B6CE17A5AB2385D2A4B60FB EFD1011B500E0432B429EF7BA45AA5ECC1AEA513C770221F562BD0ABB85F3BA9 111964B92F48CACD3FA4606A6B1CCAB35D7EACCCBFFC9EB8BBBC4F9D278B804F A6617FDDDB840C5D3B397FDECBF1E4C58F204033DC1C5B8280963DF793CD4DEB 13F474577C3DDB0CB4996BB9BA3BBFB294648CEAE20B556F64C51B074F07C8CB 5736361E05C80EB2287530E9870BCD93C836A488C65EBB6448752FD7A0FC187A C5E32FE80AEB4D22D4F2AE59233D966F05A69069A76F720352229177DEF3D05F 129D6424BF47C45FB54B7F070942DF516D91A9892473EFADAC6F61873C40D0AE 109EADE0097D8C62BDACB5BC0FD4544FB608D54FCF3FAB6F81C855C27C5ADD85 807902E48D8DD01193BA8565D0F7150F34D745BB093E9B8B4ED75A2540B1603C 4687BF39291FE9ED739AC263A0A01B4519ED0FE631F71EAE5FE8F906BDFE80E2 D811E74B4B9726938A4D34E6896C433A504DD9FCA4228A6344B5F5631B5F4266 FDF3CF0D24F8BE28BBB5DE9C2BF92A28802A1DCA1556CA9D93BC7C52C5CFD750 2D405271869FC03104D1C74668BCFC510774CC53273DE8DE28212619A5DE4575 3BB63FB1B73A459BBF59BF51A8AAA3B58B613E59A0FA2DCED5B4D413B07F972B 57FA3F5107977383297C6C74B6A6AC0C5307468717C0A1D6C360CECD874DDEEF 2017D4CA63870FFDF7EF546AA1AAF49B23A49F49461BBF0A850ECAD2BDDC179B 66570C48C66A634F7D0885FD005E710F60921B3CD6A1EC6B47A09C37A12E0FF8 08D0592871DC808F215D1DFFBDABB1C55ED5467C85E61C27D5FEEF179D1E7F7D D4FC798E06F198E5231762A7E127E578E953210EB3CDF09A5707527F48A5BEF3 EE759BA6B657C77BBE41153DEE61E59F36379658941AB212D6522F84ED42B4AC C994EC1B531015D70B5A01A06AEC264ED8DFA69E327470293DE45144E17A6740 D7253916F917A74A5E1E899648A5DA612C7EC9779266823702D3DBC69273DE2F D7078823573FC3FF2E86DD8CAAEC234159C945B501AD61DAC39F364AA7AFA272 CB297B557088FF886DFF20C4DA96442EE1B6DC32D6FDCF574FBBFBF87B12E4B9 3C6AB596352FE1FE2CF666DD490F3EE553D2C6A93AE8C54F02548FC602914775 719210A2807E7DC41D5D2C43BA2DD2C0BBE8741FE64A1C691B9B2B0D415A52E5 345E043C72F4A0ED649363FB1081CE486CE32BC2DDC0161F4E7C530546C169D8 02FA7B5353DC8C7318F71D7967195EB4F192B3992BAB97A0EEE4292AFB0426ED B1E09FA9A6E77E3F352B19E1D3FA6DBA307D9C7841A835CDB1697AA176044DEE 90BC6F3952991AE5826273D4AF6C7F7F2B19537BDE92C6BF267813AC3CDEFD44 AA779EB8B9D2F3C1E8BD91AA53DB0C359D6E951B0AAEAD99904CD48A1D3D75C8 75BDCB5AA8B9E0EEDD2055D3434D3908AA68ADDCF0F762BD7A4E93ADD9B53BD9 C75784BDA8F7A51EBF6547BFA8395BF3BC97CF7E831238E9508FB92FA3DF9B11 914D924750E7519FD6E2F889F486C07C4B669C85AFB200861665E9ACE3507785 FDA1EB22C27E1629AFA692A3A4EFDB91A39F94A26457AE9A50D7401004C4037C FDE81AB2CC0D6EC7834250350D462B809D05887E36E902680EDDAA82DD91A713 E20A149C9CF350B02ACB3CED2F487C3D8CF5813A6C1DAA5CAB0198350BD7ED62 51A095375A5216EF0F8E745C1A030C03C072404A3A3934869F694913B87F5F1C F6B4D5DAEF8FF388A2D84F9BAED8D451354F08CA3589209546D59D82555F3A3E 6DDBE0EF7493F02DD7298EA3A201DB6326E89D667634932EEBFFCB648628F20A F706C3E0DDA5153F62EB22ED373CDA7B0AD126216F0BD6C06C024CBEDD29E9C7 E49E2C194B02263C4D028C9EA1B7CFACE449F53819BA715835FD22596C2D475F 3A62B3F1640BD742C3BC39388CA5F0C37C26401E6C9831DCF29782ECAE4A4ADD DBAE423A402FDC108F216B499D96585C6DBCAE9F79AD77868D54E7FF172B1F09 64CA8AAE65CCEB7E685A6249917B870B98D0596C6533108E2A9CBB205DA5EEDA 1F4F6F892B451072CC593A65A9BD2331B8F67E97F00A4FBA977D622CDD233C3C 2F0C5C7BA9ECEC935BF5504EE5299C1E867B73CED1981E1411023F14355638C4 86818A4B49A486E4B7D4DED78773275CD32104321571808D456F5B424BFE9078 3886036F9E4844CE2410FC0DED78A424A503A70AC230DCC32A299FAC7F8E11BB DB995CF7BB9349F244C1CF2A7CA9F3793172F1B665D77F12676A8818F427B1FB 7A2AFE3FB95815E3014DB243AF59422FE8E074C0928B4F2FB70CCDBDE088D068 707AAFBE02AEE65166A9E28DA112962D9456C916AF70E7782088E57B088B3A2B B38029455547C25D4460B5819CF12B2BF6CAB76827853858431139BB2E79E684 7F02C8B2C9FCC6D977656FE9A60E21990B5D002B1826113C3BEB78323807AB7D 0C50E60A0AA8DDE3125F1E0ED0B0B27771540C60580C2548EB49B5D2EB4488D6 7B4269E86733DFE6F8EAE5B6F8085CFA276764627A5B0DF12AF93FB785D58EFC B4E141416C8E28A0354D3ADBACF85D950EB0C9D64404E7D5892094B58F065208 4F751A0AF91AEE4591E5E3478C84A02B241FD771A2913044E91CDC8C0265585C 6FD07763EE63C48E91900837ED691C60488D67578C2E1BA91BA7A7C5A2FEBE28 7B85931AE2921E19C71960AA24F583D54FFF0463DB2199C9E239F921AD96206F 829C235AA10488E5DC8E4658A14E706B86E8FE26118E2F0970EE01E8EA98F186 A5F33B7D9BC3DA6F3DAABF9D7E018EF9D43783D6BAFC2147E144B5CFC6CE65F0 4F621503DADC938B068CD56921CF6EE995785DAB646227D40F7DBA573036C1FB 7043E483C8C4D17043F8797451A410C010D04091766DB32594DA07D0E4EEBE23 41CB7252A043482097A79C96EA4090DE763610F040988A5F6EA0C8CDD5CB8CEE 1C17F81FBA5A2331AB346B8E3B3D4E1996AC4D13A92CEE2002D4650EAD4207CB 3E272A8D23F79A5639BA8D3FB0206560EDB0CEA35F98AD3CDAE88D9959DE9C36 EEC689CC057BE3D1104F10E01BB04BBD621F5E62A860851095F435307ACBCFB4 258530CB398A2FB7B77EE6574F58AE9ED49857A39D11BD91258CD433C1F71CF2 FDDE9E548E5441FADBDAA9962599530FB375258E934E5EB0C506772850F8BA63 4419E2713906CFB1D39486A7BD90FD8C7F85199937B8C82E9834B822994601EF B72E55148D31D9909FB636AFC04C35472DD37CA312A79BDED5147B92BA69E987 E881723D2C97291A16B8A18F297346A62EE841D0611CA7628ECF7A133E51A5CA 4A0A9DF07174AB9C617BB086CFA4DB05A3A1BC4BEEE5CE8576A9257EE3C9B694 FEA823CFD3009556CEF28B0A34938536D3FDFC75C427ADC552FD46CE1CB551DB 67257E0F84B0A88CCF20A24E530CC26C5B691426DF380D56673460D4D6305DD3 1BA4D7AE9833EF193E186ADE8800E8F83CF08EEB2210ABFDCA570F5C14739883 AE1FBF5F56AD6BB5DFFC5AD1343742CCC9DECAD34B6EBD0C243F385855E64CCC CA4768EC84936D7D759A9FBA14F1A927ADEB60478DFB60C8C7FE37749266341A 752ACCE2F53C0552DEB0221DB082BF6C2380840F00061D57E293143E11DB75E5 5B4D6D25D962B38003C4EB06853A1202663CF40D31B8B3F71D5595C516A0D5AC 06471D94DC5A4409E82A9C6F6797F996EDC8D401470D94EEE3BD78D826F833E1 EBBF2DFC6D62AD507665FD6ADBF14D52157B4E425C0307C2A55DAF812C1FAA69 A7FB8D3E6367683C9A47F58FBE2B27C9E9EC25CA442F640AA2549E49DB4BD7B0 78F41CD8AB98B01E4317FC7296D79029BDEEA56CF96A3FFC5303D3D676A2CC64 27D32F7A106B5697AE5C3010A7CF24BE17603E5EA5A2AD068C56198952E3CBA3 372654CB794462FAAE7085942361783C832B8231E6A3C7EB4A341D323A47CEB0 528B9A8D56B3C197D7F813516B02F8BCDA2B453584AACC5E1E1259ACB2B36D3D 7A56C85FC512959F0620EA9F37BE3307CAD42B6E857B37856C4D50768256977C F4BB0F7716766836ED454D8714B4A642E986FB6D3FC62FA88BDA951B61916A94 94F3118AB3234CB1345E35228AAE4704BE4E19BFB5E7C4E7A7F324441ACE6D6A 1387590F9F2B7643267627FE2B239DE96F5B9F3EB5608B07A99BB1BFE25A5B45 E8F8F164A6CB24C5C3E92FA1E1607C7F564875C76E91272507BE9AF6CDF3F772 60853CECE5802A5B334F00A56B985D33C65F65E47A83C04FDD972A2428450C36 93594C02A17C1DE10F92740762FD1BE9125803C1E657DCCFB078D63A8B29F5F2 2145B6B93F16D6A1222879B33E2747D1AA81E87B790E696B1781073E7630FB10 54EE4B0723966BE5F484A6D205D39F9E31D5C2D348A482E6E07CE5A2D7833A1B 15CFF2E4048C285F0BD0450021EFC2C0E9ACC76E10D01CB9D39A6CFAB8C609A9 5755C53E08786CE65CC877372AC374CE8D9818461D8A95CB169856DCDEE68948 7A62E9EB25A3F033D790D4615B68D5C11112331509CFEBAC8C9926800C068CE7 DEAFFA2C73CFF7671DAE395536E223504F71500A81AD9C30DF077679032FEB10 F31DBD4398499D5ED82FDB2E05C6E47B66C069E7177B15FD6F84DC01A7EA4CF9 2FE3F3287101361D1EA5E4B6268AAB681E94C0683DD568CF31E04A71F58949F4 B3D6EB04842032667A9DA2FC79150F7655B4BF8C6B31643C2392E0B184137801 CBC841BABB53A3C163165521DFC9FDA0541F26CB305C756F24A6D34F83336388 E8AFA0A1CAC000781B77EDFCB4D373C6C28772B088B5B448D3F1C41A37DE5D2A 2B77A0414FEDAFCE628FAEC7B0F1C251C5BF94EE55EA3E57A050C8FDFBA6D4CD D0E5DAEB2C285936D64D615465BC2C69E766C01B7E7713933CFE448600C94826 F6E1AEA9608A9F334B7C3A4287F46340513E141A71112FAE2751CD3D3E5089D5 21C169657EDD814FED4E50DA52EF74D655DA50960F7228F67F2B893016616C17 E5C24015BE75F42A6579700AB4CDFF6F9D8F52A16340C6502FDBB3117C0937CE 1A17755115E56BDFA27FE98ACC7316BDF63A29BAD38EF89915DBB908E2D22B52 194477078D89EA5757CBD54C4451E56DCE4A599A70277089F44286FAE4803578 3D35D8B1F80E97DE314E18D82968B0D27A499C5F482357BE5753C818B9718AD2 1989BD5BFDE12EC906FBA3879AFDCEF1C36BEF88743EC1705DF5D7B00A32F20D 370900C3601C4599A57120FEB0BDCE4C56CDDAD2054A5308ABCD9A444481456F 85FE9A53080B8D07AECEA86041A28CC433E9C741E5605E69EFDCADE0A1CD584C 5426DEE426252BFF1F58C71A5900AFBD23B2629531ECAE7E7F31DB8413DF9F3E BEAF217958AC0A67ECBB100CFBA04CBED19ED0753BC7A0282D491C0C37CF02CD C6FD44B1A877DA1B9078E102D299E4F4BF86EE162604DBE8B02B44DBECB08AB1 307A517ADB596EB122F6B1E31E3D0C557970B30A9AD46C03CA07B9C92E5A9067 C22FB84D36CC3B63829D80EA6DE1DD1992C2EAFF0A1C50B98B80724087C13C89 AA186FDBFCF62918A096107BD1E04503335471BB03D61B03C2652B5B3050CF36 ED1275BABFD3C539C91DA43445FD89DC9ECE551C090495B63F13233D0D2C9A27 131967E4C59744266AB38D5141FA40BBAD989705FF4C18DD9D0870149FE956B5 F1524AEBA83A0C4D736953C48B27A1BF2118717505CFB435F60658FF8265A182 7580CD22D795F0CFA1D473E9BC4BF907C0780B055B6466D567D9378D26369415 AE1A3C8FF224F2EC04D175CB8C12298B0773CFC82160F3EF7EEF71885CB6B358 FFF4D71FC375691B29F97CEEDA14BAFE820AF4B09F052F6DF6F9A34AD08196DB 6B924EDB15ACA7E1B4B89B8EF6540BA8D85C29297B233FA3E737BAACF23EDEA5 CB13220990F0E435A8E815382F9FD7E7A5C2EF3208B56C15BCC9807CCC57E1E8 0C58BE95E72E375F884739EE8ADDE2AC3998C130E7E2BEFC3067CF7F8AFF29B6 3CF89FD1A70BDFB3DA27E1C64F95A5901F966D4E33274753D1B53FE56A97D941 7A7AC72931CDBD9F91960A8CA8FDAB9EE6F1838C96BD60CE2C6DD8860E8F9A9A F8F47B359CA631FD9F2A0294ACA7137D34CBE6874807858366C460E361FD7B07 BAAF4D8B77E1F3BB4951006F442A690F5AEC3A4B7C75849DB8D177418C8F0486 591ACA412313CA51F7FE6C53E02E9DF1A9894CF496C7BDAB08A0DB3E03B1E7D3 76336B32CEC5241F4CAF25CA232C7D204C28B63E57B0C61B6C8DE8CA253F1FD4 A48A138DF6EF2FB040488A398472ADB5971E91FD7AD3681C9E95572DD16B3C54 B0D4C2AA1371610E22F608E3AE5F1EA3E8CBF2FB5FC90AF2F48801A9B8799F5C 39BBFD1F41CBC1782A0D823824E9F06507A3E1BD345F8C9FF36226A1D8D621D0 F81BDDBC8B233DAF524C996E16A51A3081A2AFA11CB73ED78B3F523A4459F01C 0AB6F65E2088D04DAD9FD800A449ACCC7F33E6A4B5E414F03891970E6E23B5A9 C8F0CBE5AC12CAAE4C3A9B4109B1C2EA7A53559DAAD40DB1CF92736CD90E5333 B8B97A2E493852DA6671E1AEA2495F374959BA0619867E86B0AE1355E34A7DC2 B11457AA0706BEBF1D3FADC705CE6866DDBBBDF90F0B1CB15FC18E0F11F86445 E82E4B9C5758E8133B6924E4CA152BC7CB41C053BA1B5A56B5C8AA27D9460E3D 169FDF0B48799E8D680A3F7B3606CB65009550335831256FA5EB326638A1FA29 E263881D4B6A6F9E9E9192D40C8D951EC292634D40A0FB4B9FAECE204203ECFF C049A1BFBF4A1FBE520FB2A5FF394E5D30FA79E5557A411DC72113056A367F95 228352059093BE51456B983441DDBC9210C0DA05222AEBFA613F823F21044528 9BA16E04BEA3DE4C4C56EB387DCAF047C18F20A065529B10FDA0C9F122E1B961 136074ED7CBB8DB45961A00737A7112A68C0CB02EF18B07E40C68319A200D5E4 738FF358158A0C5B05B8B225E1F3B66B879A8E0621BE 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark %%EndFont %%BeginFont: CMR10 %!PS-AdobeFont-1.1: CMR10 1.00B %%CreationDate: 1992 Feb 19 19:54:52 % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (1.00B) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMR10) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMR10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 11 /ff put dup 12 /fi put dup 14 /ffi put dup 19 /acute put dup 34 /quotedblright put dup 39 /quoteright put dup 40 /parenleft put dup 41 /parenright put dup 43 /plus put dup 44 /comma put dup 45 /hyphen put dup 46 /period 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 56 /eight put dup 57 /nine put dup 58 /colon put dup 59 /semicolon put dup 61 /equal 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 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 90 /Z put dup 91 /bracketleft put dup 92 /quotedblleft put dup 93 /bracketright put dup 94 /circumflex 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 123 /endash put dup 124 /emdash put dup 126 /tilde put readonly def /FontBBox{-251 -250 1009 969}readonly def /UniqueID 5000793 def currentdict end currentfile eexec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cleartomark %%EndFont %%BeginFont: CMTT12 %!PS-AdobeFont-1.1: CMTT12 1.0 %%CreationDate: 1991 Aug 20 16:45:46 % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMTT12) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch true def end readonly def /FontName /CMTT12 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 46 /period put dup 64 /at put dup 97 /a put dup 98 /b put dup 100 /d put dup 101 /e put dup 106 /j put dup 107 /k put dup 108 /l put dup 110 /n put dup 111 /o put dup 114 /r put dup 115 /s put dup 116 /t put dup 117 /u put dup 121 /y put readonly def /FontBBox{-1 -234 524 695}readonly def /UniqueID 5000833 def currentdict end currentfile eexec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cleartomark %%EndFont %%BeginFont: CMR12 %!PS-AdobeFont-1.1: CMR12 1.0 %%CreationDate: 1991 Aug 20 16:38:05 % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMR12) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMR12 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 44 /comma put dup 48 /zero put dup 49 /one put dup 50 /two put dup 51 /three put dup 55 /seven put dup 66 /B put dup 67 /C put dup 68 /D put dup 77 /M put dup 83 /S put dup 85 /U put dup 97 /a put dup 99 /c put dup 100 /d put dup 101 /e put dup 102 /f 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 121 /y put readonly def /FontBBox{-34 -251 988 750}readonly def /UniqueID 5000794 def currentdict end currentfile eexec D9D66F633B846A97B686A97E45A3D0AA052A014267B7904EB3C0D3BD0B83D891 016CA6CA4B712ADEB258FAAB9A130EE605E61F77FC1B738ABC7C51CD46EF8171 9098D5FEE67660E69A7AB91B58F29A4D79E57022F783EB0FBBB6D4F4EC35014F D2DECBA99459A4C59DF0C6EBA150284454E707DC2100C15B76B4C19B84363758 469A6C558785B226332152109871A9883487DD7710949204DDCF837E6A8708B8 2BDBF16FBC7512FAA308A093FE5CF4E9D2405B169CD5365D6ECED5D768D66D6C 68618B8C482B341F8CA38E9BB9BAFCFAAD9C2F3FD033B62690986ED43D9C9361 3645B82392D5CAE11A7CB49D7E2E82DCD485CBA04C77322EB2E6A79D73DC194E 59C120A2DABB9BF72E2CF256DD6EB54EECBA588101ABD933B57CE8A3A0D16B28 51D7494F73096DF53BDC66BBF896B587DF9643317D5F610CD9088F9849126F23 DDE030F7B277DD99055C8B119CAE9C99158AC4E150CDFC2C66ED92EBB4CC092A AA078CE16247A1335AD332DAA950D20395A7384C33FF72EAA31A5B89766E635F 45C4C068AD7EE867398F0381B07CB94D29FF097D59FF9961D195A948E3D87C31 821E9295A56D21875B41988F7A16A1587050C3C71B4E4355BB37F255D6B237CE 96F25467F70FA19E0F85785FF49068949CCC79F2F8AE57D5F79BB9C5CF5EED5D 9857B9967D9B96CDCF73D5D65FF75AFABB66734018BAE264597220C89FD17379 26764A9302D078B4EB0E29178C878FD61007EEA2DDB119AE88C57ECFEF4B71E4 140A34951DDC3568A84CC92371A789021A103A1A347050FDA6ECF7903F67D213 1D0C7C474A9053866E9C88E65E6932BA87A73686EAB0019389F84D159809C498 1E7A30ED942EB211B00DBFF5BCC720F4E276C3339B31B6EABBB078430E6A09BB 377D3061A20B1EB98796B8607EECBC699445EAA866C38E02DF59F5EDD378303A 0733B90E7835C0AAF32BA04F1566D8161EA89CD4D14DDB953F8B910BFC8A7F03 5020F55EF8FC2640ADADA156F6CF8F2EB6610F7EE8874A26CBE7CD154469B9F4 ED76886B3FB679FFDEB59BB6C55AF7087BA48B75EE2FB374B19BCC421A963E15 FE05ECAAF9EECDF4B2715010A320102E6F8CCAA342FA11532671CCDE9ABCC07F 5265DD21F482C3A66B6CEA71900461071A7166F38AF24E434AA432D054C52036 054A4488EDB9274ABD8CFE56E48C6BBC0E4C53268B22B9DDA6BEA433F7FE7E9F 5C2859FEBABD875C2B47A5B0F1FFBD00726B3620345EAF44D5D8A9075D15DDD2 E89CC6E37A20B10FF9E21702EE2D662819145520B777D24663D2C059D1D6C7D7 F6CB65F207C167B3F2BDBC7EBEDECCE2EC96FE1B979849CFACC83E085AFACD3B 663705F3C9B93A3FEF5C5B34741B40881AB0462766F349D9BCABD6F42B1DD83E 4FE0AC45AF39E4C30B54E71CA48FA7AA3CCADC1F9584F5C1CD1FA7EC41D66676 A85CF2B954DE4FBBCAD55C1DEE753BA934800F09916FEEB696869FC339552DD8 32C0E05F370A48BAE8D88861E9FD908310C4D2BB43B724CEC81D3D3CEC7C4EB9 960BA5C2C426CF6D3E8DA060ACD6AE40555CD994C7D6B25475CCAE7E14351232 170968162087C85A5861E412F1252407F3460C8B44E245E8809E1A932B9C2F0E 89F830B7C06EE0608A27239D940B36CFE5B2ACA9CA2FB10F8B09498507D0081F 7C0301D8230EB34EE3FD7210D99F168B0D950752A3DD963C04EDAACBFD908E06 C5654561F4451C0ACFBDC7A614AA072E4A7E9E35B7339AF41869FD4F2C642E9C 54FE267861809E06B9C095AAE9527280A85F688B7B562DA80547B9FD4C5B5B6E 788C775A4BFBBC5ED07FC60564CEF5405B7BDB3B68E20F382AA9DCAE0C9F2F4B 820044E280B8662305637B2B97257B15075235769637D0CDC840831DDD5014E9 AFCA7DD865C2EFD858AABF5F6BD9627BC83C05D970358D731F7CAC64001FB188 1777E0FCB29E19540DC4F974BD04F30852BFFFBAC84D00482949E7F748F1C8EF FC796E614330472587AC51735031D4584CFD9E785AA74E87ABD2BA0B1DFB82A2 66F499F46200EABDA2D3842FD2A956C041D4242393DF8FA925111C4037AB39F2 5EA770A77B5DF71EC23FF9939A44607273EF6ABE682687C0FC0AF17FF81E3E92 1CF05EF8AD5B73AD53947AA8B49F18B6589259A8DBB3A46D307937A78F87A6DE 25336EFD50E44D2DA73454EB5AB58899571F5D3C97721FF8D958DCAC68C138E5 F8D66907E942D2F1AFE1EBD1BCEC3544FABCA440772D12BAC66DA4444F6E0CC9 2C9F979CDF85F41026386FB12FF945658F1254B1EE3B83B293CB15F0A010EBCB 6FB627B8ED8B618D038D9350080096A90B86360256A27C1B8EEFBF5C8AE4BE12 D4C9237C268A6C19346F91F3C275FE44642CEBD691A4FB3C61F025F0631409BD 0CF16621919AB73F4465799938A160635C70A47D2308881001DAE21E4D26989A 5759983ADBFDF1028B94C47A528E244E5040F40BDD585006F99CF29CDE84F008 82517657EF54CAF050595205161E5FDB49399DE1D3EB4519095E1C79CCE830AD 9B9CFC079176900FC446110F3D37F6F84CB78F198A7EAFE10D996A4DA00D942B B129825C2819E0CF5312B4AD2ED583FD7936C5B9395BC558500650FBBF819CB7 5F7A0536FD9D00B21C17CC3768DBFF5AA384F7D04F17445D732FDD58F2C30A54 E7F48ECD32339D0D25453E1C861FA858C74D81071AC1842146DCCE565094BC18 3F9E97DEDA89540282CC0F63601E0338835D2230C044E810DB98A15211143E80 78130D1A2BE560D4637D4E3119EFBB5858B44621BFFC59D4C6E9259DEBB8F788 C5E03037EE9A7983FBE6AF2E410C56660FDF27CA43037F2F62DA7E584CEF0FEB D16AF7ACF868E239AA1E81145B9FAE69C93C6BB8484051802F17DB6C83BC0BAF 747ED039E15D5E6DCCFFFF29233FBF0C7C6675A4CD845E680A350C0DB7341B3F 491725D9C2790F66D089EC4F6A1EEF183BCD50430E11A3396259DC6076A16D39 EE0C411F46931C662F51AEECB356DE1454EC21437CA49FC44A044951D8AB6567 2A26ED55C400422C70BEA880193CC0671FF55AB01339AF566EEAD1079D9FBC7B 2E58680B3422AE69DAF0026D1082EE80A3D884879E4F4B8D7D5FA2F82EDF340F 10FCE62786DC4480A05427670D551DE33B6185B6C16A904C84707242FA9880E4 845F0498E0DBD22703CCC92E08823E01690E5DAFA23EA5648A6178A495A251EC 55FF17661C96B028D1307741DCA77A09A35EFE85FF19C2CCD0E3FC528D5069DF E39B7299CF2D4031EBBFCBFACC0B221A924B847910860A9F774843AB925CB4FA E8E614B9FFC6CE23ED50F686300DA0015C9007E78DF696F3DAB04E6B9236DE99 321D85E314AB0CFB365CFB461AE9EC0C3E6E62B69D1DF36A81151FAEE3AD55D3 88D83B0BC2AAFD56ADA69FEB7C578D666A6A447C258859101E937E9BF3430C81 D2E1B31BBF53BC8C5E6042FCD4B18FF123471CAA0D37D9AEC11B84493D7259E4 08914C44EC83918BE3E7A1301EC726BCE0FB6C605E98B484B981216130810967 D36719D9A7742697AC8C426E02E28B9E8E14844E6A92104E17F834E31834B781 08625F0B644C81F0AB22D0B1F6F9ADFD9E03CD8003DC5F247C0282ACF3A59480 1F259431C07F0647A9AF8EA7078495832005FD25D731FA36E21461F9D30B2047 958F21A6FBF1AEF8F25966343FD1F3CF085E7B5C930080668DC2DBDAC933AB73 FC05B99C77B8A0608BB32CE4317FE3A462B1EC78EF967593CB474CEF94FE5AD5 DE81C4A81FFEFE63808911FEC30986871FFDD18F242EEE6ACB495EE5F520A16F 9E49133240723E865CE952ACD2E56445D2CDF93BE02908826EF2485DBD79B727 13004B8BAD49FFA7064CB948EBB6759C5A8AC473489712F0D4E9CB168F222D33 7628196E811B83FCCF6BB491763EBF511A324242D85AF442860AF6B8596D9DC9 1A92C1D6008859B40537396D8856F4A6913BEBBAC98C1B66F5DF839DD195957E FC96A8F6E9FEE2DFC36266875936EB61585A74458E6714C33BA1246E0242DE38 2A8607EC3EB2D356EA3CECCCFB80B2795D9DD932F6A2176061D0BC427A9A44C1 985066203ED97A5C2EB77AF940AA184380C3C8AA83E7F4605A30F47D73982B8A 713B3D5B72D644E66A1753F6881890979C26C83181DF012121391B1EB59DFDA8 0D3AE1661A91B6FA9F0CCDB65929DE4EEF47C7116CC5151FA2900547EC2DD966 D0E62EFF81F8FB356386D5857D10100CD684CC941B19DDD32123937CB3E37271 F06AC2DA16C568EB1973F4714541D5A67A2AF7E8D039405D0867303D5C5DB08E F78B10DB2FED287C5050BEB55FC3D296AC8E79572F74B734C195DD0166C43FCC 9EB5552F9DA65D60A52579C46D3DC6543FF4456FEDA2A2004AABB1AEBD06EE43 1DA1E70C6105B858AC122E3974A0006087F89C97CFCF07CB86F15580E4406DC5 15E452939B06CBC5F75BC8E516979F685B88F70E3D8D8D8B1AA0BB7092AE2435 5C0BB7BE647B2149758DDA54AB72B2C999BE5E4C8B890C84A6F5E7DB8562461D 59814D3C271C353E734DD0CB66F01A6E45EDACB48E19A0490B96D372B5102A40 77CE6C01AAD58F910D15BAD807E1FAB5BEF918143D8D1045F0673077DBFE32EB 11C454FB9DD9FEA910D83A4E4C581FCACAE2D024E7F8CFEC0076718A1CF928CD BC6AE4D9AB4ECE52A160D6A37F8E107830FD3944DFA287FAAA327A20FFD29B53 92633C2B578627794AAA6140D5528D4ACB78D9D44DE8620273329CED85116B43 37062FD00FFC27B18A1C29F68CF72C808BF202DAD82948FD66B56A391E3AB081 92E37735D07C093F7F8CEB0C0FCB87661842D0C41D35BE35EB0C868AB136357D 26631EF586D43A731652D73D836530526A1A8B3F1D85C76C5868F747AA4E6C68 36BC5DECFECCF9533632C875C92D684B8C68ED74AC65294A3CFB2E09B50B567F A6395DD3385F4C67E0368815B1C04BEAFDBBA2A3C3BEB5E5818BD3CD52C01F25 8314784944B3FD659D321B37F46944910F73E9FF997210B8898623BA4676035B AF8D600838610013AE7102E0949656B08AA14FDAB22F65D7687267914E687588 78A5798E6136078B7660A4407049F1A24339930826B3CB3C74B07DFEFC7641A3 FA742CA083CAF7C6C21E9437BD6322FDCD1F0A16D7AC0F3C01E7D581E19655C6 623D6460DB1DE97FB76AFBAB1915B3611C2CF68407848B8FC60825E5C357BED4 67F53B2313FEC20D29D64871AC47EF9276E26D95F23F208E7AF126AD96E01106 586C42F1A58163F8D60E8F9558DEEE720CCF43622E02FC36CD6550BA30D4545D AA0CADC31DC63980F05B41265A93337FA1546670B30CB49E496F409D4B987DAF 453C3E6046987DC79ACFDB2E6C1242804BF6847D372F452634A7B8D83A4C3439 0067098BF5A54EA9C25D82CD144777308D1F12C1C9DF480C9C838D2153400E43 0545289E19F5BA4DFB4D18C52AB8D857E971FE0CD08D436FBFE925659E3AF1F3 97D714299EC85B274F826B3635550282167AF855DFBA8CCD341C37AF3078D33C 0F623FFEA93E1CFA451A92E6DD3AD9D93F1C284AA312DF5BC13A3E7E68342BF1 59A3A4AC71C59AE9701C0DBA7F0F24D7A69DF91BAD1C205EBD4BDAC178239480 D0E101A8E1EBD97593C94CDAE47F21CF5750139B7A633DC667C0B1FDD780AC4A F62BF212AEF77627268670378EB4A3BBD67852CE30EE1397B0C87887CD2A0ABE BB0EC9F1248E384D69CB48D9779715ED6204257EB9B954E05478813B893F231C D2F7D60D92D5C4ABE8A7F9539676E4890F7152249DAFF448B4CD8E98DD0BAD83 D7A714A8D96106B62EC8019CB7A911E150DC7A224005B4CA3F7F6496FCA94DC7 987D6E4A479D5D899247643CAA8D87A968ECCD9EA7811209C69B966B819ED657 3C2D0027B648141A4ACC3809E0867EB3815043ABF8E3937A54AA1478C346E359 CE91FF3F814249A95E4680DF7BEEBAAC54B74DE976CF932283D0C7C6743A5716 4319E224E9FD4BD6425F2E7F98B5FE3AC3E161CB72E62EC5E5307A716F423DDB 1599033664A25A070DA8716AA3D2B8598933D96DF0D244377AE7D7E933B1A4E5 4EF7B7D9C05578278431A9CECCEDC286094D20B2413F86EB09B5FFCF2E1B56C5 13DDC08D015ED1C2B24F9987125D12E1E045A23FE9624135EE876C65F638DB16 018F29722A5DBA892AAEFED3B398FDC32E6A2B64F4FCDA4F2FC4CB5724185F46 46BFA8515C4A491CC06F91C7459D352B6D1004B57EEAB5583B8B29994D82FDB2 927535FDB4FD2014DAC3D21B273D75A6C99198BC2F5B4747BFDDB3BAEBC0E5C2 7EB29254A33DAB3293581745A2EEEF4E7AEBB507D681CF6B9BDEEBDBA9BB198B BB70914E22C56365C5968F15ED45D6B59FA693CD9BC2C287F833CA2A8D21CF63 215FE5778242CAF0CF1BF1D7ADE63B3A1E4F14555A52986187250E1F7AFF7506 3652FD2EDC093A6BA3625B6D7274AB149D1D60C67A55E826B46BD68CE8C64C8E 841B3C3555605C03D2E3837A0A35018EE1A853DFE5EF4DBC4F3CC60562D2E707 DF796C62195A7CB73D99D4A62D71A38F542C6ED3C0A9061582F1F25E7F6527A6 FD7882E11393DDF011374E1A03FB851A5771781AFCA831267404461727F0A8AA FE36416537BB6E4CF468602AE4B52EC78DBBBE327A7D2A05B03410E59E6629BD BB7B103F9AE7019F592BE83B2AD4DAE0F16468A3707C1E2B2E99B70CCA2822DF DAD536B7F950C96C5C46A9C51CD70F354836955D55525F144E46E46F11DAB489 4003FF571DDC82FC48DF639B2F8B6A9EFAA06F65DF6CB74C79A47106442DC066 DA60AED13F7C4C1A6B0F9BA0FF4D1E14070C8DCCB5050AFF08BF4057D3326B23 0592394E0EBA065CF353F1FDC010D4087DEE6AF0829C6F5BAECB4EA00F5ECF93 7FAC84CF044E2B3453E8BE2B4C9158C0167E3C685A0A8573B9CB342F8AC75915 A8E8830504ED13696F005E566354A8799E0F568B0104FD5E86F99AC8E000B126 F79F8BF2582AE3AC99F3E992000BF53BD771847FD2CE8A20B87763E393EDD481 DC6480F15650B7B27435956A33852FA54554EA877A57A2E84E28A4A7582542C9 11D4EBA18D24D2C5C7D1848D0B89149040D12105DE101B5E64623EF579D1A342 AB35FE56990DA446F5EF30056AEB2F09EEEEC8A67F3B1F15E2FBE1048B4BB026 4C17E721BC25716428CE9D95162F089287AB6A46F2BAA38BC5BCD6498B904862 DCF1093D70DDF52610CE3D5C1AC9D91E3E55CEADD18E721A2105E6DCF4601D19 482D864792DF99F6A684EB014EB836F00E83599A32E226D1D16FA05A5FDE75CF E71FF7D99B48E8BFD02219BCCE76DCCE882C9774A837FD238170CB6C08106B45 81275944D11D33186EC274A61BB26A14258089E01233AD5723ACBE8DC72DED55 8BBC5DB2C7795AF44EBF7966072CE2367A031B39955878879A7BFA14137E6683 A99487D9D2AF3AC06FF6780FF89B93AC967C10B3058A9CCD5F6D475AA71140EA 732D3D678AD7B160C960A1C45D46759DEA79EFD3AD7D38D56574EEC536D37769 C9F9F6F31F0BDC32DC03F05C99F83E93E588E79A2231A1DBB9493481DA2615A6 618ED415643119F8AEC7ABBBBDF8CFFDAD654AA50856523A51979F48C0FE3D26 C29339437AB0D55BC0E1A8624E16B7EA1D52074654800C84A99895EE56737A5C C80F7F9147A733B191725B86770B1946AD396A436E95309189FBC394C795ECCB 9AC34B0DAB622CE54FEE5F8CCF403A42E5F40BA2823404F5495884B947FB1400 F12D63B2F26B840F401B1DBA504C44D39A9FCA65DA653AA78846C4ABD0BF3BF3 A519B0DC9FFC16068FBDE55BCEB2E43EE38B3DFCF121DBB32D5CC4CCAF121EE7 5EF2B78EFC454841D96E823EBEEFA18A856D0D1B0D2B8213DD10BCE787D53C26 EABDF342FDB2BC69C045585B45660C177F38FCE8179011AE1CA2D55D5DE04C45 010839B55431B7E6211D5167D615E73F41646ED42BDB803811F7C975FF81ED1A 276A452F2CD9DC24A90BBC7110C7DADCFBA861B27C2DE1F49D5469E8CDA07510 C1135B15AFAB4948807A95E7696F2BE17CB67C59A5807275D2F388B49F8D869C D73C180DB6F8502797C352796188C09175FC03C7FB8D3F43590A90DC5D2A6BB9 4FE0193C3F61C8B70D914CCD3A0E41CF7A61BD 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark %%EndFont TeXDict begin 40258431 52099146 1000 1200 1200 (paper.dvi) @start /Fa 140[106 110 3[149 7[82 123 1[120 16[201 82[{}7 239.103 /CMBX12 rf /Fb 173[96 82[{}1 132.835 /MSBM7 rf /Fc 145[77 110[{}1 99.6264 /CMMI6 rf /Fd 194[110 2[39 7[71 71 71 6[55 55 40[{}7 132.835 /CMR8 rf /Fe 164[202 2[263 46[146 146 20[134 134 18[{}6 181.818 /CMEX10 rf /Ff 167[100 15[120 1[101 19[94 141 38 14[141 12[110 16[71 2[110{}10 132.835 /CMSY8 rf /Fg 145[86 2[73 1[48 1[67 68 3[60 9[116 25[110 31[84 8[82 3[71 5[91 11[{}12 132.835 /CMMI8 rf /Fh 134[88 1[121 84 98 60 74 77 84 93 93 102 149 46 2[56 93 84 56 84 93 84 84 93 12[130 3[123 3[114 5[119 2[130 1[135 6[56 6[93 93 93 2[56 65 56 31[102 12[{}36 181.818 /CMTI10 rf /Fi 139[81 1[86 2[105 116 174 3[58 116 2[96 16[145 14[137 160 15[105 105 105 105 2[58 33[116 12[{}17 181.818 /CMBX10 rf /Fj 173[131 82[{}1 181.818 /MSBM10 rf /Fk 148[91 51 2[91 91 13[130 15[154 108 131 15[0 3[121 182 15[182 12[141 1[141 2[91 8[141 3[141 51 141{}19 181.818 /CMSY10 rf /Fl 133[85 11[109 2[95 3[87 89 5[76 6[106 151 5[138 1[117 3[124 3[151 4[130 4[141 91 141 51 51 25[118 1[108 8[106 2[85 90 5[116 11[{}24 181.818 /CMMI10 rf /Fm 129[91 1[182 91 81 96 96 131 96 101 71 72 71 96 101 91 101 152 51 96 56 51 101 91 56 81 101 81 101 91 2[91 51 91 51 111 136 1[187 136 136 131 101 134 1[124 141 136 167 114 141 93 66 136 143 119 124 139 131 129 136 3[141 1[51 51 91 91 1[91 91 91 91 91 91 91 1[51 61 51 141 1[71 71 51 4[91 14[91 4[152 1[101 106 11[{}81 181.818 /CMR10 rf /Fn 134[103 3[103 103 103 103 2[103 103 1[103 103 103 4[103 103 1[103 103 32[103 17[103 46[{}16 199.253 /CMTT12 rf /Fo 134[103 2[103 108 76 77 76 1[108 98 108 163 54 103 1[54 108 1[60 87 108 87 1[98 11[146 1[108 5[179 8[149 141 138 10[98 3[98 98 98 98 3[54 44[{}31 199.253 /CMR12 rf /Fp 138[125 87 1[92 2[112 125 1[62 2[62 125 2[102 125 100 1[109 16[153 2[213 135 1[116 83 4[172 1[159 169 18[62 34[131 11[{}22 199.253 /CMBX12 rf /Fq 138[179 126 127 132 1[179 161 179 4[90 1[161 99 147 1[143 1[157 16[221 11[247 1[229 66[{}16 286.924 /CMBX12 rf end %%EndProlog %%BeginSetup %%Feature: *Resolution 1200dpi TeXDict begin %%BeginPaperSize: Letter letter %%EndPaperSize end %%EndSetup %%Page: 1 1 TeXDict begin 1 0 bop Black Black Black Black 2009 1875 a Fq(Discussion)109 b(of)f(Bo)9 b(osting)109 b(P)-9 b(ap)9 b(ers)3309 2380 y Fp(P)-6 b(eter)75 b(L.)f(Bartlett)1610 2612 y Fo(Division)66 b(of)e(Computer)g(Science)h(and)g(Departmen)-5 b(t)64 b(of)g(Statistics)2716 2845 y(Univ)-5 b(ersit)g(y)64 b(of)g(California,)h(Berk)-5 b(eley)2807 3077 y Fn (bartlett@stat.berkele)o(y.)o(ed)o(u)3271 3542 y Fp(Mic)f(hael)74 b(I.)h(Jordan)1610 3775 y Fo(Division)66 b(of)e(Computer)g(Science)h (and)g(Departmen)-5 b(t)64 b(of)g(Statistics)2716 4007 y(Univ)-5 b(ersit)g(y)64 b(of)g(California,)h(Berk)-5 b(eley)2910 4240 y Fn(jordan@stat.berkeley)o(.e)o(du)3290 4704 y Fp(Jon)74 b(D.)h(McAuli\013e)3094 4937 y Fo(Departmen)-5 b(t)64 b(of)g(Statistics)2716 5169 y(Univ)-5 b(ersit)g(y)64 b(of)g(California,)h(Berk)-5 b(eley)3063 5402 y Fn (jon@stat.berkeley.edu)3484 5808 y Fo(Marc)g(h)64 b(17,)h(2003)p Black 4095 10761 a Fm(1)p Black eop end %%Page: 2 2 TeXDict begin 2 1 bop Black Black 522 1146 a Fm(The)71 b(authors)e(ha)-5 b(v)g(e)70 b(con)-5 b(tributed)69 b(three)h (signi\014can)-5 b(t)68 b(pap)5 b(ers)70 b(that)g(pro)-5 b(vide,)71 b(among)f(other)g(insigh)-5 b(ts,)70 b(an)240 1372 y(understanding)e(of)h(the)g(consistency)e(of)i(sev)-5 b(eral)69 b(\\large)f(margin")h(metho)5 b(ds)68 b(for)h(pattern)g (classi\014cation.)103 b(In)240 1597 y(t)-5 b(w)g(o-class)64 b(classi\014cation,)f(the)j(aim)f(is)g(to)g(\014nd)h(a)f(function)g Fl(f)78 b Fm(:)59 b Fk(X)86 b(!)58 b Fj(R)67 b Fm(that)e(accurately)f (predicts)h(a)g(binary)240 1823 y(resp)5 b(onse)61 b(v)-10 b(ariable)61 b Fl(Y)93 b Fk(2)53 b(f\006)p Fm(1)p Fk(g)62 b Fm(using)f(the)h(co)-5 b(v)-10 b(ariate)60 b Fl(X)67 b Fk(2)53 b(X)27 b Fm(,)61 b(in)h(the)f(sense)g(that)h Fl(R)q Fm(\()p Fl(f)20 b Fm(\))52 b(=)h Fi(E)p Fl(`)p Fm(\()p Fl(Y)40 b(f)20 b Fm(\()p Fl(X)14 b Fm(\)\),)60 b(the)240 2049 y(risk)47 b(of)f(the)h(thresholded)f(function,)i(is)e (minimized.)73 b(Here,)49 b Fl(`)p Fm(\()p Fl(z)8 b Fm(\))46 b(denotes)g(the)h(indicator)f(function)g(of)g(the)h(ev)-5 b(en)g(t)240 2275 y Fl(z)79 b Fk(\024)72 b Fm(0.)117 b Fh(L)-9 b(ar)g(ge)75 b(mar)-9 b(gin)75 b(classi\014c)-9 b(ation)77 b(metho)-9 b(ds)73 b Fm(use)f(some)g(loss)g(function)g Fl(\036)g Fm(:)e Fj(R)i Fk(!)f Fj(R)p Fm(,)76 b(t)-5 b(ypically)71 b(con)-5 b(v)g(ex,)240 2501 y(and)62 b(seek)f(a)h (function)f Fl(f)82 b Fm(from)61 b(some)g(class)g Fk(F)80 b Fm(that)61 b(minimizes)e(the)j Fl(\036)p Fm(-risk,)f Fl(R)5821 2531 y Fg(\036)5913 2501 y Fm(\()p Fl(f)20 b Fm(\))52 b(=)i Fi(E)p Fl(\036)p Fm(\()p Fl(Y)40 b(f)20 b Fm(\()p Fl(X)14 b Fm(\)\),)61 b(that)g(is,)240 2726 y(the)52 b(exp)5 b(ected)52 b(loss)g(ev)-10 b(aluated)52 b(at)g(the)h(margin)f Fl(Y)40 b(f)20 b Fm(\()p Fl(X)14 b Fm(\).)76 b(These)53 b(metho)5 b(ds)52 b(t)-5 b(ypically)51 b(minimize)f(the)i(empirical)240 2952 y Fl(\036)p Fm(-risk,)850 2906 y(^)810 2952 y Fl(R)948 2982 y Fg(\036)1040 2952 y Fm(\()p Fl(f)20 b Fm(\),)60 b(or)h(a)g(regularized)f(v)-5 b(ersion)61 b(thereof.)81 b(Man)-5 b(y)60 b(successful)f(pattern)h (classi\014cation)f(metho)5 b(ds)60 b(fall)240 3178 y(in)h(this)g (class,)g(including)f(AdaBo)5 b(ost)61 b(and)h(other)f(greedy)h (algorithms)e(for)h(forming)g(ensem)-5 b(bles)59 b(of)j(classi\014ers,) 240 3404 y(and)k(supp)5 b(ort)67 b(v)-5 b(ector)66 b(mac)-5 b(hines.)96 b(W)-15 b(e)66 b(can)g(categorize)f(them)h(according)g(to)g (the)g(loss)f(function)g Fl(\036)p Fm(,)j(the)e(class)240 3630 y(of)60 b(functions)f Fk(F)18 b Fm(,)60 b(and)g(the)g(algorithm)f (used)h(to)h(appro)-5 b(ximately)58 b(minimize)g Fl(R)5737 3660 y Fg(\036)5829 3630 y Fm(.)522 3856 y(The)j(three)f(pap)5 b(ers)60 b(in)h(this)e(issue)h(demonstrate)e(the)j(consistency)d(of)i (v)-10 b(arious)60 b(metho)5 b(ds)59 b(of)h(this)g(kind.)p Black 513 4227 a Fk(\017)p Black 91 w Fm(The)i(consistency)f(result)g (in)h(the)g(pap)5 b(er)62 b(b)-5 b(y)63 b(Zhang)f(applies)f(to)h(sev)-5 b(eral)61 b(loss)h(functions,)e(and)j(concerns)695 4452 y(k)-5 b(ernel)80 b(metho)5 b(ds,)85 b(whic)-5 b(h)81 b(c)-5 b(ho)5 b(ose)81 b(a)g(function)f Fl(f)102 b Fm(from)80 b(a)i(repro)5 b(ducing)81 b(k)-5 b(ernel)80 b(Hilb)5 b(ert)81 b(space)g Fk(H)i Fm(of)695 4678 y(functions)58 b(on)j Fk(X)87 b Fm(to)60 b(minimize)e(a)i(regularized)g(empirical)e Fl(\036)p Fm(-risk,)3749 5036 y(^)3710 5082 y Fl(R)3848 5112 y Fg(\036)3940 5082 y Fm(\()p Fl(f)20 b Fm(\))39 b(+)i Fl(C)13 b Fk(k)p Fl(f)20 b Fk(k)4846 5110 y Ff(H)4974 5082 y Fl(;)695 5485 y Fm(where)69 b Fk(k)45 b(\001)h(k)1553 5513 y Ff(H)1750 5485 y Fm(is)68 b(the)h(Hilb)5 b(ert)68 b(space)g(norm.)105 b(This)68 b(is)g(equiv)-10 b(alen)-5 b(t)67 b(\(for)i(some)e Fl(\025)p Fm(\))i(to)g(c)-5 b(ho)5 b(osing)67 b Fl(f)89 b Fm(from)695 5711 y(the)60 b(function)f(class) 3103 5937 y Fk(F)3234 5967 y Fg(k)3319 5937 y Fm(\()p Fk(H)r Fl(;)30 b(\025)p Fm(\))49 b(=)i Fk(f)p Fl(f)70 b Fk(2)51 b(H)g Fm(:)f Fk(k)p Fl(f)20 b Fk(k)5064 5965 y Ff(H)5243 5937 y Fk(\024)51 b Fl(\025)p Fk(g)695 6268 y Fm(so)60 b(as)g(to)g(minimize)2180 6222 y(^)2141 6268 y Fl(R)2279 6298 y Fg(\036)2371 6268 y Fm(\()p Fl(f)20 b Fm(\).)p Black 513 6641 a Fk(\017)p Black 91 w Fm(The)68 b(pap)5 b(er)68 b(b)-5 b(y)68 b(Lugosi)f(and)i(V)-15 b(a)-5 b(y)g(atis)67 b(considers)g(the)h(loss)f(function)g Fl(\036)p Fm(\()p Fl(\013)q Fm(\))c(=)g(exp\()p Fk(\000)p Fl(\013)q Fm(\),)70 b(the)d(function)695 6867 y(class)2710 7202 y Fk(F)2841 7232 y Fg(b)2910 7202 y Fm(\()p Fk(G)11 b Fl(;)30 b(\025)p Fm(\))49 b(=)3599 6891 y Fe(\()3746 7029 y(X)3853 7420 y Fg(i)4039 7202 y Fl(\013)4155 7229 y Fg(i)4211 7202 y Fl(g)4298 7229 y Fg(i)4405 7202 y Fm(:)h Fk(k)p Fl(\013)q Fk(k)4805 7229 y Fd(1)4934 7202 y Fk(\024)h Fl(\025;)30 b(g)5400 7229 y Fg(i)5506 7202 y Fk(2)51 b(G)5797 6891 y Fe(\))5974 7202 y Fl(;)695 7717 y Fm(where)e Fk(G)61 b(2)51 b(f\006)p Fm(1)p Fk(g)1964 7651 y Ff(X)2142 7717 y Fm(has)e(\014nite)f(V)-5 b(C-dimension,)49 b(and)h(an)f(algorithm)e(that)i(minimizes)d(empirical)h Fl(\036)p Fm(-risk.)695 7943 y(The)60 b(Adab)5 b(o)g(ost)61 b(algorithm)d(is)i(similar,)e(but)i(without)g(the)g(constrain)-5 b(t)59 b(on)i(the)f(co)5 b(e\016cien)-5 b(ts.)p Black 513 8316 a Fk(\017)p Black 91 w Fm(The)60 b(pap)5 b(er)61 b(b)-5 b(y)60 b(Jiang)h(also)e(considers)h(the)g(exp)5 b(onen)-5 b(tial)59 b(loss)g(function,)g(the)h(function)f(class)3216 8884 y Fk(F)3347 8914 y Fg(b)3416 8884 y Fm(\()p Fl(k)6 b Fm(\))49 b(=)3900 8573 y Fe(\()4139 8656 y Fg(k)4046 8711 y Fe(X)4064 9102 y Fg(i)p Fd(=1)4339 8884 y Fl(\013)4455 8911 y Fg(i)4512 8884 y Fl(g)4599 8911 y Fg(i)4706 8884 y Fm(:)h Fl(g)4894 8911 y Fg(i)5000 8884 y Fk(2)h(G)5291 8573 y Fe(\))5468 8884 y Fl(;)695 9440 y Fm(and)62 b(the)h(Adab)5 b(o)g(ost)63 b(algorithm,)e(whic)-5 b(h)62 b(c)-5 b(ho)5 b(oses)62 b(the)h Fl(\013)4680 9467 y Fg(i)4736 9440 y Fl(;)30 b(g)4904 9467 y Fg(i)5023 9440 y Fm(sequen)-5 b(tially)-15 b(,)61 b(to)h(greedily)g(minimize)e(em-)695 9666 y(pirical)f Fl(\036)p Fm(-risk.)522 10037 y(W)-15 b(e)60 b(can)g(iden)-5 b(tify)58 b(three)h(k)-5 b(ey)60 b(steps)f(in)h(pro)-5 b(ving)59 b(consistency)f(results)h(of)g(this)g (kind.)80 b(The)60 b(\014rst)g(in)-5 b(v)g(olv)g(es)58 b(a)240 10263 y(\\comparison)h(theorem,")h(relating)f(the)h(excess)g (risk)g Fl(R)q Fm(\()p Fl(f)20 b Fm(\))40 b Fk(\000)h Fl(R)4766 10197 y Ff(\003)4907 10263 y Fm(to)60 b(the)h(excess)e Fl(\036)p Fm(-risk,)h Fl(R)6693 10293 y Fg(\036)6785 10263 y Fm(\()p Fl(f)20 b Fm(\))40 b Fk(\000)h Fl(R)7397 10197 y Ff(\003)7396 10318 y Fg(\036)7488 10263 y Fm(.)81 b(Here,)p Black 4095 10761 a(2)p Black eop end %%Page: 3 3 TeXDict begin 3 2 bop Black Black 240 1146 a Fl(R)379 1080 y Ff(\003)526 1146 y Fm(is)67 b(the)h(Ba)-5 b(y)g(es)66 b(risk,)j(that)e(is,)h(the)g(in\014m)-5 b(um)66 b(o)-5 b(v)g(er)68 b(all)e(measurable)h Fl(f)87 b Fm(of)67 b Fl(R)q Fm(\()p Fl(f)20 b Fm(\),)69 b(and)f Fl(R)6670 1080 y Ff(\003)6669 1201 y Fg(\036)6823 1146 y Fm(=)63 b(inf)7249 1176 y Fg(f)7370 1146 y Fl(R)7508 1176 y Fg(\036)7600 1146 y Fm(\()p Fl(f)20 b Fm(\))67 b(is)240 1372 y(the)c(analogous)e (quan)-5 b(tit)g(y)62 b(for)h(the)g Fl(\036)p Fm(-risk.)87 b(A)63 b(result)f(of)h(this)f(kind)g(is)g(presen)-5 b(t)63 b(in)f(all)g(three)h(pap)5 b(ers:)85 b(Zhang's)240 1597 y(Theorem)45 b(2.1)g(giv)-5 b(es)45 b(an)g(explicit)f(inequalit)-5 b(y)43 b(relating)h(the)h(t)-5 b(w)g(o)46 b(excess)e(risks;)50 b(Lugosi)44 b(and)h(V)-15 b(a)-5 b(y)g(atis's)44 b(Lemma)g(5)240 1823 y(giv)-5 b(es)71 b(a)h(limiting)e(result;)77 b(and)72 b(Jiang's)f(Lemma)g(1)h(giv)-5 b(es)72 b(a)g(related)f(comparison,)j (via)d(the)h Fl(L)6958 1850 y Fd(2)7037 1823 y Fm(\()p Fl(P)25 b Fm(\))72 b(distance)240 2049 y(b)5 b(et)-5 b(w)g(een)60 b Fl(f)80 b Fm(and)61 b Fl(f)1574 1983 y Ff(\003)1554 2104 y Fg(\036)1703 2049 y Fm(=)51 b(arg)32 b(min)2484 2093 y Fg(f)2605 2049 y Fl(R)2743 2079 y Fg(\036)2835 2049 y Fm(\()p Fl(f)20 b Fm(\).)522 2283 y(The)61 b(second)g(and)g (third)f(steps)g(are)h(more)f(con)-5 b(v)g(en)g(tional)59 b(in)i(consistency)e(pro)5 b(ofs.)81 b(The)61 b(second)f(step)g(is)g (to)240 2509 y(sho)-5 b(w)70 b(that)g(the)g(functions)f(used)h(b)-5 b(y)71 b(the)f(metho)5 b(d)70 b(are)g(ric)-5 b(h)70 b(enough)g(to)h (appro)-5 b(ximate)68 b Fl(f)6624 2443 y Ff(\003)6604 2564 y Fg(\036)6703 2509 y Fm(,)k(the)f(measurable)240 2735 y(function)59 b(that)h(minimizes)e Fl(\036)p Fm(-risk.)79 b(As)61 b(form)-5 b(ulated)59 b(ab)5 b(o)-5 b(v)g(e,)59 b(this)h(in)-5 b(v)g(olv)g(es)59 b(sho)-5 b(wing)60 b(that)2537 3012 y Fe([)2506 3407 y Fg(\025>)p Fd(0)2799 3184 y Fk(F)2930 3214 y Fg(k)3015 3184 y Fm(\()p Fk(H)r Fl(;)30 b(\025)p Fm(\))p Fl(;)3610 3012 y Fe([)3581 3407 y Fg(\025>)p Fd(0)3873 3184 y Fk(F)4004 3214 y Fg(b)4072 3184 y Fm(\()p Fk(G)11 b Fl(;)30 b(\025)p Fm(\))p Fl(;)90 b Fm(and)5072 3012 y Fe([)5045 3407 y Fg(k)t(>)p Fd(0)5332 3184 y Fk(F)5463 3214 y Fg(b)5532 3184 y Fm(\()p Fl(k)6 b Fm(\))240 3784 y(are)61 b(su\016cien)-5 b(tly)58 b(ric)-5 b(h.)522 4017 y(The)68 b(third)f(step)g(is)g(to)h(c)-5 b(ho)5 b(ose)67 b(a)g(sequence)g(of)g(subsets)f Fk(F)4661 4044 y Fg(n)4817 4017 y Fk(\022)d(F)86 b Fm(with)67 b(suitably)f(restricted)g(complexit) -5 b(y)240 4243 y(as)71 b(a)h(function)f(of)g(the)g(sample)g(size)f Fl(n)p Fm(,)75 b(so)c(that)g(the)h Fl(\036)p Fm(-risk)f(of)g(the)g (estimated)6028 4195 y(^)5989 4243 y Fl(f)6078 4270 y Fg(n)6241 4243 y Fk(2)f(F)6563 4270 y Fg(n)6728 4243 y Fm(con)-5 b(v)g(erges)71 b(to)g(the)240 4469 y(minimal)62 b(v)-10 b(alue,)64 b(inf)1697 4499 y Fg(f)15 b Ff(2F)1975 4516 y Fc(n)2098 4469 y Fl(R)2236 4499 y Fg(\036)2328 4469 y Fm(\()p Fl(f)20 b Fm(\).)92 b(F)-15 b(or)64 b(example,)f(in)h (the)g(cases)g(considered)f(in)h(these)g(three)g(pap)5 b(ers,)65 b(the)f(set)240 4695 y Fk(F)371 4722 y Fg(n)547 4695 y Fm(is)81 b(de\014ned)h(as)f(the)h(set)f(of)h(com)-5 b(binations)79 b(of)j Fl(k)3964 4722 y Fg(n)4139 4695 y Fm(functions)e(from)i Fk(G)11 b Fm(,)87 b(or)82 b(the)f(set)h(of)f (com)-5 b(binations)80 b(of)240 4921 y(functions)60 b(from)i Fk(G)73 b Fm(with)61 b(the)h(co)5 b(e\016cien)-5 b(t)60 b(v)-5 b(ector)62 b(ha)-5 b(ving)61 b(one-norm)g(no)h(more)g(than)g Fl(\025)6406 4948 y Fg(n)6500 4921 y Fm(,)g(or)g(a)g(ball)f(of)h (radius)240 5147 y Fl(\025)346 5174 y Fg(n)493 5147 y Fm(in)53 b(an)f(RKHS)i Fk(H)r Fm(.)77 b(\(In)52 b(the)h(last)f(case,) 3193 5099 y(^)3154 5147 y Fl(f)3243 5174 y Fg(n)3390 5147 y Fm(is)g(c)-5 b(hosen)52 b(to)h(minimize)d(a)j(com)-5 b(bination)51 b(of)h(the)h(empirical)e Fl(\036)p Fm(-risk)240 5372 y(and)61 b(a)f(regularization)f(term)g(in)-5 b(v)g(olving)59 b(the)h(RKHS)i(norm.\))522 5606 y(This)49 b(third)f(step)g(is)g(a)g (little)f(more)h(in)-5 b(v)g(olv)g(ed)47 b(in)i(the)f(case)g(of)g (Jiang's)g(consistency)f(result,)i(since)f(that)g(result)240 5832 y(in)-5 b(v)g(olv)g(es)72 b(an)i(algorithm)e(that)i(do)5 b(es)73 b(not)h(minimize)d(an)j(ob)10 b(jectiv)-5 b(e)72 b(function)h(in)-5 b(v)g(olving)72 b(the)h(empirical)f(risk.)240 6058 y(Th)-5 b(us,)77 b(it)d(is)f(essen)-5 b(tial)72 b(to)i(sho)-5 b(w)74 b(that,)j(under)d(certain)f(conditions,)j(the)e (algorithm)e(\014nds)i(a)g(go)5 b(o)g(d)74 b(function)240 6284 y(quic)-5 b(kly)-15 b(.)522 6518 y(It)40 b(is)g(in)-5 b(teresting)38 b(to)i(consider)f(what)i(prop)5 b(erties)39 b(of)h(the)g(loss)f(function)g Fl(\036)i Fm(allo)-5 b(w)39 b(comparison)g(theorems,)k(and)240 6744 y(hence)54 b(consistency)f (results,)h(for)g(large)g(margin)g(metho)5 b(ds)53 b(in)i(general.)77 b(Jiang's)54 b(result)f(is)h(for)h(the)f(exp)5 b(onen)-5 b(tial)240 6969 y(loss)55 b(function,)g(and)i(the)f(pro)5 b(of)56 b(exploits)e(a)j(smo)5 b(othness)54 b(assumption)g(on)j(the)f (join)-5 b(t)55 b(probabilit)-5 b(y)54 b(distribution)240 7195 y(that)j(ensures)f(that)h(the)f(optimal)g Fl(f)2739 7129 y Ff(\003)2719 7251 y Fg(\036)2874 7195 y Fm(is)h(con)-5 b(tin)g(uous.)77 b(Lugosi)56 b(and)h(V)-15 b(a)-5 b(y)g(atis)56 b(assume)g(that)h Fl(\036)g Fm(is)g(di\013eren)-5 b(tiable,)240 7421 y(strictly)74 b(con)-5 b(v)g(ex,)79 b(monotonic,)e(and)f(has)g(a)g (certain)e(limiting)g(b)5 b(eha)-5 b(vior.)125 b(Zhang)76 b(assumes)e(that)i Fl(\036)g Fm(satis\014es)240 7647 y(three)60 b(conditions:)p Black 462 8055 a(1.)p Black 91 w(F)-15 b(or)65 b(an)-5 b(y)65 b Fl(\021)h Fk(6)p Fm(=)59 b(1)p Fl(=)p Fm(2,)66 b(an)-5 b(y)66 b(minimizer)c Fl(\013)3439 7989 y Ff(\003)3584 8055 y Fm(of)j(the)g(conditional)e Fl(\036)p Fm(-risk,)j Fl(\021)7 b(\036)p Fm(\()p Fl(\013)q Fm(\))43 b(+)i(\(1)e Fk(\000)h Fl(\021)7 b Fm(\))p Fl(\036)p Fm(\()p Fk(\000)p Fl(\013)q Fm(\))65 b(has)g(the)695 8280 y(same)74 b(sign)g(as)g Fl(\021)57 b Fk(\000)51 b Fm(1)p Fl(=)p Fm(2.)123 b(Th)-5 b(us,)78 b(a)d(p)5 b(oin)-5 b(t)g(wise)74 b(minimization)d(of)k(the)f(conditional)f Fl(\036)p Fm(-risk)h(leads)g(to)h(a)695 8506 y(function)59 b(that)h(giv)-5 b(es)59 b(the)h(correct)g(sign)g(ev)-5 b(erywhere.)p Black 462 8914 a(2.)p Black 91 w Fl(\036)60 b Fm(is)g(con)-5 b(v)g(ex.)p Black 462 9322 a(3.)p Black 91 w(The)60 b(minimal)e(conditional)h Fl(\036)p Fm(-risk,)2905 9755 y Fl(H)15 b Fm(\()p Fl(\021)7 b Fm(\))49 b(=)81 b(inf)3551 9876 y Fg(\013)p Ff(2)p Fb(R)3862 9755 y Fm(\()p Fl(\021)7 b(\036)p Fm(\()p Fl(\013)q Fm(\))40 b(+)h(\(1)f Fk(\000)h Fl(\021)7 b Fm(\))p Fl(\036)p Fm(\()p Fk(\000)p Fl(\013)q Fm(\)\))29 b Fl(;)695 10263 y Fm(decreases)59 b(p)5 b(olynomially)58 b(with)i Fk(j)p Fm(1)p Fl(=)p Fm(2)40 b Fk(\000)g Fl(\021)7 b Fk(j)p Fm(.)p Black 4095 10761 a(3)p Black eop end %%Page: 4 4 TeXDict begin 4 3 bop Black Black 240 1146 a Fm(Note)58 b(that)g(the)g(\014rst)g(condition)e(is)i(implied)e(b)-5 b(y)59 b(Lugosi)e(and)h(V)-15 b(a)-5 b(y)g(atis's)56 b(assumptions)g(\(as)i(can)g(b)5 b(e)58 b(v)-5 b(eri\014ed)58 b(b)-5 b(y)240 1372 y(a)67 b(short)f(calculation\),)g(and)h(th)-5 b(us)66 b(holds)g(a)h(fortiori)e(for)i(the)g(exp)5 b(onen)-5 b(tial)65 b(function)g(studied)h(b)-5 b(y)67 b(Jiang.)99 b(The)240 1597 y(condition)70 b(is)i(clearly)f(the)g(w)-5 b(eak)g(est)72 b(p)5 b(ossible)70 b(condition)g(that)i(can)g(b)5 b(e)72 b(imp)5 b(osed)70 b(on)i Fl(\036)h Fm(if)e(w)-5 b(e)72 b(are)g(to)g(obtain)240 1823 y(consistency|if)e(the)i(minimizer) e(of)i Fl(\036)p Fm(-risk)g(yields)f(the)h(wrong)h(sign)f(at)h(a)f(giv) -5 b(en)72 b(p)5 b(oin)-5 b(t,)74 b(then)f(it)e(is)h(easy)g(to)240 2049 y(conco)5 b(ct)50 b(a)g(probabilit)-5 b(y)49 b(distribution)f (that)i(has)g(zero)g(excess)g Fl(\036)p Fm(-risk)f(but)i(non-zero)e (excess)h(risk.)76 b(Surprisingly)-15 b(,)240 2275 y(it)66 b(turns)h(out)g(that)g(this)f(condition)g(is)g(not)h(only)g(necessary)f (but)h(is)f(also)h(su\016cien)-5 b(t)65 b(for)i(obtaining)f(a)h (general)240 2501 y(comparison)i(theorem|no)g(other)h(conditions)e(are) i(needed.)109 b(W)-15 b(e)70 b(pro)-5 b(vide)70 b(a)g(brief)f(o)-5 b(v)g(erview)70 b(of)g(this)f(result)240 2726 y(here;)60 b(see)g(Bartlett)f(et)h(al.)f(\(2003\))h(for)g(a)h(detailed)e(presen)-5 b(tation.)522 2953 y(W)-15 b(e)60 b(b)5 b(egin)60 b(b)-5 b(y)61 b(de\014ning)f(the)g(follo)-5 b(wing)59 b(functional)f (transform)h(of)h(a)h(loss)e(function)h Fl(\036)p Fm(:)p Black 240 3330 a Fi(De\014nition)70 b(1.)p Black 83 w Fm(Giv)-5 b(en)60 b Fl(\036)50 b Fm(:)g Fj(R)h Fk(!)g Fm([0)p Fl(;)30 b Fk(1)p Fm(\),)58 b(de\014ne)j(the)f(function)4836 3282 y(~)4799 3330 y Fl( )d Fm(:)50 b([0)p Fl(;)30 b Fm(1])50 b Fk(!)g Fm([0)p Fl(;)30 b Fk(1)p Fm(\))59 b(b)-5 b(y)2760 3792 y(~)2723 3840 y Fl( )7 b Fm(\()p Fl(\022)e Fm(\))50 b(=)h Fl(H)3488 3765 y Ff(\000)3636 3584 y Fe(\022)3790 3717 y Fm(1)40 b(+)h Fl(\022)p 3790 3798 404 8 v 3946 3965 a Fm(2)4213 3584 y Fe(\023)4388 3840 y Fk(\000)f Fl(H)4766 3584 y Fe(\022)4919 3717 y Fm(1)h(+)f Fl(\022)p 4919 3798 V 5076 3965 a Fm(2)5343 3584 y Fe(\023)5507 3840 y Fl(;)240 4340 y Fm(where)2373 4750 y Fl(H)15 b Fm(\()p Fl(\021)7 b Fm(\))165 b(=)196 b(inf)3251 4872 y Fg(\013)p Ff(2)p Fb(R)3531 4750 y Fm(\()p Fl(\021)7 b(\036)p Fm(\()p Fl(\013)q Fm(\))40 b(+)h(\(1)f Fk(\000)h Fl(\021)7 b Fm(\))p Fl(\036)p Fm(\()p Fk(\000)p Fl(\013)q Fm(\)\))2255 5120 y Fl(H)2421 5045 y Ff(\000)2539 5120 y Fm(\()p Fl(\021)g Fm(\))165 b(=)475 b(inf)3251 5250 y Fg(\013)p Fd(:)p Fg(\013)p Fd(\(2)p Fg(\021)5 b Ff(\000)p Fd(1\))p Ff(\024)p Fd(0)4088 5120 y Fm(\()p Fl(\021)i(\036)p Fm(\()p Fl(\013)q Fm(\))39 b(+)i(\(1)f Fk(\000)h Fl(\021)7 b Fm(\))p Fl(\036)p Fm(\()p Fk(\000)p Fl(\013)q Fm(\)\))p Fl(:)240 5672 y Fm(The)61 b Fl( )7 b Fh(-tr)-9 b(ansform)74 b Fm(is)59 b(de\014ned)i(to)f(b)5 b(e)60 b(the)h(function)e Fl( )e Fm(:)50 b([0)p Fl(;)30 b Fm(1])49 b Fk(!)i Fm([0)p Fl(;)30 b Fk(1)p Fm(\))59 b(that)h(is)g(the)g(con)-5 b(v)g(ex)60 b(closure)f(of)7750 5624 y(~)7712 5672 y Fl( )7 b Fm(.)522 6049 y(Note)89 b(that)e(it)h(is)g(straigh)-5 b(tforw)g(ard)87 b(to)h(compute)g(the)g Fl( )7 b Fm(-transform)87 b(for)h(all)f(of)h(the)g(examples)f(of)h(loss)240 6275 y(functions)59 b Fl(\036)i Fm(studied)e(in)h(the)g(three)h(pap)5 b(ers)60 b(in)g(this)g(issue.)522 6501 y(The)h(imp)5 b(ortance)59 b(of)h(the)g Fl( )7 b Fm(-transform)59 b(is)h(sho)-5 b(wn)61 b(b)-5 b(y)60 b(the)g(follo)-5 b(wing)59 b(theorem.)p Black 240 6879 a Fi(Theorem)70 b(2.)p Black 82 w Fh(F)-14 b(or)65 b(any)g(nonne)-9 b(gative)64 b(loss)i(function)e Fl(\036)p Fh(,)h(any)h(me)-9 b(asur)g(able)62 b Fl(f)70 b Fm(:)50 b Fk(X)77 b(!)51 b Fj(R)65 b Fh(and)g(any)g(pr)-9 b(ob)g(ability)240 7105 y(distribution)64 b(on)i Fk(X)g(\002)41 b(f\006)p Fm(1)p Fk(g)p Fh(,)2979 7332 y Fl( )7 b Fm(\()p Fl(R)q Fm(\()p Fl(f)20 b Fm(\))40 b Fk(\000)g Fl(R)3925 7257 y Ff(\003)4005 7332 y Fm(\))50 b Fk(\024)h Fl(R)4456 7362 y Fg(\036)4548 7332 y Fm(\()p Fl(f)20 b Fm(\))39 b Fk(\000)i Fl(R)5159 7257 y Ff(\003)5158 7378 y Fg(\036)5251 7332 y Fl(:)522 7709 y Fm(This)62 b(theorem)f(establishes)f(a)i (general)g(quan)-5 b(titativ)g(e)60 b(relationship)g(b)5 b(et)-5 b(w)g(een)62 b(the)f(excess)h Fl(\036)p Fm(-risk)f(and)h(the) 240 7935 y(excess)d(risk.)522 8162 y(F)-15 b(or)45 b(this)e (relationship)g(to)h(b)5 b(e)44 b(useful)g(in)g(particular)f (applications)f(w)-5 b(e)45 b(need)f(to)h(sho)-5 b(w)44 b(that)g Fl( )52 b Fm(has)44 b(particular)240 8387 y(prop)5 b(erties|prop)g(erties)84 b(that)i(arise)f(from)h(conditions)e(that)i (are)g(imp)5 b(osed)85 b(on)i Fl(\036)p Fm(.)158 b(In)86 b(particular,)91 b(let)85 b(us)240 8613 y(in)-5 b(tro)5 b(duce)82 b(the)g(condition)f(describ)5 b(ed)82 b(ab)5 b(o)-5 b(v)g(e|that)82 b(p)5 b(oin)-5 b(t)g(wise)81 b(minimization)e (of)k(the)f(conditional)f Fl(\036)p Fm(-risk)240 8839 y(leads)60 b(to)g(a)g(function)f(that)h(giv)-5 b(es)60 b(the)g(correct)g(sign.)79 b(W)-15 b(e)61 b(express)e(this)h(condition) f(in)h(the)g(follo)-5 b(wing)59 b(w)-5 b(a)g(y:)p Black 240 9217 a Fi(De\014nition)70 b(3.)p Black 83 w Fm(W)-15 b(e)60 b(sa)-5 b(y)60 b(that)g Fl(\036)h Fm(is)f Fh(classi\014c)-9 b(ation-c)g(alibr)g(ate)g(d)78 b Fm(if,)59 b(for)h(an)-5 b(y)61 b Fl(\021)c Fk(6)p Fm(=)51 b(1)p Fl(=)p Fm(2,)3530 9627 y Fl(H)3696 9552 y Ff(\000)3814 9627 y Fm(\()p Fl(\021)7 b Fm(\))50 b Fl(>)h(H)15 b Fm(\()p Fl(\021)7 b Fm(\))p Fl(:)522 10037 y Fm(Equiv)-10 b(alen)-5 b(tly)-15 b(,)64 b Fl(\036)i Fm(is)f(classi\014cation-calibrated)c(if)k(for)h(an)-5 b(y)65 b(sequence)g(\()p Fl(\013)5646 10064 y Fg(i)5702 10037 y Fm(\))h(suc)-5 b(h)65 b(that)g(lim)6906 10064 y Fg(i)p Ff(!1)7245 10037 y Fk(f)p Fl(\021)7 b(\036)p Fm(\()p Fl(\013)7728 10064 y Fg(i)7784 10037 y Fm(\))44 b(+)240 10263 y(\(1)17 b Fk(\000)g Fl(\021)7 b Fm(\))p Fl(\036)p Fm(\()p Fk(\000)p Fl(\013)1181 10290 y Fg(i)1239 10263 y Fm(\))p Fk(g)50 b Fm(=)h Fl(H)15 b Fm(\()p Fl(\021)7 b Fm(\),)50 b(w)-5 b(e)49 b(ha)-5 b(v)g(e)49 b(lim)3065 10290 y Fg(i)p Ff(!1)3434 10263 y Fm(sign)o(\()p Fl(\013)3935 10290 y Fg(i)3992 10263 y Fm(\()p Fl(\021)24 b Fk(\000)17 b Fm(1)p Fl(=)p Fm(2\)\))50 b(=)h(1.)76 b(In)49 b(particular,)h(if)e (the)h(in\014m)-5 b(um)48 b Fl(H)15 b Fm(\()p Fl(\021)7 b Fm(\))48 b(is)p Black 4095 10761 a(4)p Black eop end %%Page: 5 5 TeXDict begin 5 4 bop Black Black 240 1146 a Fm(ac)-5 b(hiev)g(ed)53 b(at)g(a)h(minimizing)d(v)-10 b(alue)53 b Fl(\013)2839 1080 y Ff(\003)2918 1146 y Fm(,)i(then)e(this)g(v)-10 b(alue)53 b(m)-5 b(ust)53 b(ha)-5 b(v)g(e)54 b(the)f(correct)h(sign.)77 b(Th)-5 b(us,)55 b(this)e(condition)240 1372 y(is)74 b(essen)-5 b(tially)73 b(an)i(elab)5 b(oration)73 b(of)i(Zhang's)f (\014rst)h(condition.)122 b(As)75 b(p)5 b(oin)-5 b(ted)74 b(out)h(b)-5 b(y)75 b(Lin)g(\(2001\),)i(it)d(can)h(b)5 b(e)240 1597 y(view)-5 b(ed)60 b(as)g(a)h(v)-10 b(arian)-5 b(t)59 b(of)h(Fisher)g(consistency)f(that)g(is)h(appropriate)g(for)g (classi\014cation.)522 1823 y(W)-15 b(e)60 b(ha)-5 b(v)g(e)61 b(the)f(follo)-5 b(wing)58 b(result:)p Black 240 2189 a Fi(Theorem)70 b(4.)p Black 83 w Fh(The)64 b(fol)9 b(lowing)66 b(c)-9 b(onditions)64 b(ar)-9 b(e)64 b(e)-9 b(quivalent:)p Black 455 2554 a(1.)p Black 91 w Fl(\036)65 b Fh(is)g(classi\014c)-9 b(ation-c)g(alibr)g(ate)g(d.)p Black 455 2925 a(2.)p Black 91 w(F)-14 b(or)64 b(any)h(se)-9 b(quenc)g(e)63 b Fm(\()p Fl(\022)2277 2952 y Fg(i)2334 2925 y Fm(\))h Fh(in)h Fm([0)p Fl(;)30 b Fm(1])p Fh(,)2989 3322 y Fl( )7 b Fm(\()p Fl(\022)3270 3349 y Fg(i)3327 3322 y Fm(\))50 b Fk(!)g Fm(0)186 b Fh(if)65 b(and)g(only)h(if)185 b Fl(\022)5264 3349 y Fg(i)5371 3322 y Fk(!)51 b Fm(0)p Fl(:)p Black 455 3791 a Fh(3.)p Black 91 w(F)-14 b(or)64 b(every)g(se)-9 b(quenc)g(e)63 b(of)h(me)-9 b(asur)g(able)63 b(functions)i Fl(f)4273 3818 y Fg(i)4380 3791 y Fm(:)50 b Fk(X)77 b(!)50 b Fj(R)66 b Fh(and)f(every)f(pr)-9 b(ob)g(ability)63 b(distribution)i Fl(P)25 b Fh(,)2899 4188 y Fl(R)3037 4218 y Fg(\036)3129 4188 y Fm(\()p Fl(f)3289 4215 y Fg(i)3345 4188 y Fm(\))50 b Fk(!)g Fl(R)3837 4113 y Ff(\003)3836 4234 y Fg(\036)4115 4188 y Fh(implies)185 b Fl(R)q Fm(\()p Fl(f)5157 4215 y Fg(i)5214 4188 y Fm(\))50 b Fk(!)g Fl(R)5706 4113 y Ff(\003)5785 4188 y Fl(:)522 4658 y Fm(Th)-5 b(us)44 b(w)-5 b(e)44 b(see)f(that)f(w)-5 b(e)44 b(obtain)f(a)g(meaningful)f (general)h(comparison)f(theorem)g(under)i(the)f(w)-5 b(eak)g(est)43 b(p)5 b(ossible)240 4883 y(condition)61 b(on)h(the)g(loss)g(function)f Fl(\036)p Fm(.)86 b(In)62 b(addition,)f(it)h(can)g(b)5 b(e)62 b(sho)-5 b(wn)63 b(that)f(for)g(a)g(giv)-5 b(en)62 b Fl(\036)p Fm(,)h(the)f Fl( )7 b Fm(-transform)240 5109 y(is)66 b(optimal)g(in)g(the)h(sense)f (that)h(ev)-5 b(erywhere)67 b(on)g(its)f(domain,)h(the)f(b)5 b(ound)68 b(giv)-5 b(en)66 b(b)-5 b(y)67 b(Theorem)g(2)g(cannot)f(b)5 b(e)240 5335 y(impro)-5 b(v)g(ed)59 b(in)i(general.)522 5561 y(Note)84 b(in)f(particular)g(that)g(w)-5 b(e)84 b(ha)-5 b(v)g(e)84 b(not)f(assumed)g(that)g Fl(\036)h Fm(is)f(con)-5 b(v)g(ex.)150 b(If)83 b(w)-5 b(e)84 b(do)g(assume)e (that)i Fl(\036)g Fm(is)240 5787 y(con)-5 b(v)g(ex)82 b(then)g(w)-5 b(e)82 b(can)g(sa)-5 b(y)82 b(more|in)g(particular,)k (the)c(function)5108 5739 y(~)5071 5787 y Fl( )89 b Fm(in)82 b(De\014nition)f(1)h(is)g(then)g(necessarily)240 6012 y(closed)56 b(and)h(con)-5 b(v)g(ex,)56 b(and)h(th)-5 b(us)57 b(the)f Fl( )7 b Fm(-transform)55 b(is)i(sp)5 b(eci\014ed)55 b(directly)h(via)g(the)h(v)-10 b(ariational)55 b(represen)-5 b(tation)240 6238 y Fl( )7 b Fm(\()p Fl(\022)e Fm(\))50 b(=)h Fl(H)1005 6172 y Ff(\000)1153 6238 y Fm(\(\(1)40 b(+)h Fl(\022)5 b Fm(\))p Fl(=)p Fm(2\))32 b Fk(\000)h Fl(H)45 b Fm(\(\(1)40 b(+)g Fl(\022)5 b Fm(\))p Fl(=)p Fm(2\).)79 b(Moreo)-5 b(v)g(er,)56 b(if)g Fl(\036)h Fm(is)f(con)-5 b(v)g(ex,)56 b(then)g(it)g(is)f(p)5 b(ossible)55 b(to)h(sho)-5 b(w)57 b(that)f(it)240 6464 y(is)k(classi\014cation-calibrated)55 b(if)60 b(and)h(only)f(if)f(it)h(is)g(di\013eren)-5 b(tiable)58 b(at)j(0)f(and)h Fl(\036)5712 6398 y Ff(0)5759 6464 y Fm(\(0\))49 b Fl(<)i Fm(0.)522 6690 y(The)70 b(comparison)e(theorem)g (in)h(Theorem)g(2,)i(and)e(the)g(analogous)g(comparison)e(theorems)i (in)g(the)f(three)240 6916 y(pap)5 b(ers)64 b(in)h(this)e(issue,)h (suggest)g(a)g(general)g(framew)-5 b(ork)64 b(for)h(studying)e(pattern) h(classi\014cation)e(metho)5 b(ds)64 b(that)240 7142 y(in)-5 b(v)g(olv)g(e)77 b(a)i(surrogate)f(loss)g(function.)133 b(It)79 b(is)f(common)f(to)h(view)h(the)f(excess)g(risk)g(as)h(a)f(com) -5 b(bination)77 b(of)h(an)240 7367 y(estimation)58 b(term)i(and)g(an)h (appro)-5 b(ximation)58 b(term:)1974 7854 y Fl(R)q Fm(\()p Fl(f)20 b Fm(\))40 b Fk(\000)h Fl(R)2725 7779 y Ff(\003)2855 7854 y Fm(=)3046 7597 y Fe(\022)3180 7854 y Fl(R)q Fm(\()p Fl(f)20 b Fm(\))40 b Fk(\000)70 b Fm(inf)3792 7975 y Fg(g)5 b Ff(2F)4102 7854 y Fl(R)q Fm(\()p Fl(g)i Fm(\))4477 7597 y Fe(\023)4651 7854 y Fm(+)4832 7597 y Fe(\022)4996 7854 y Fm(inf)4966 7975 y Fg(g)e Ff(2F)5277 7854 y Fl(R)q Fm(\()p Fl(g)i Fm(\))39 b Fk(\000)i Fl(R)6012 7779 y Ff(\003)6091 7597 y Fe(\023)6255 7854 y Fl(:)240 8340 y Fm(Ho)-5 b(w)g(ev)g(er,)53 b(c)-5 b(ho)5 b(osing)50 b(a)i(function)e(with)h(risk)f(near)i(minimal)d(o)-5 b(v)g(er)51 b(a)g(class)g Fk(F)18 b Fm(|that)50 b(is,)i(\014nding)f(an) g Fl(f)71 b Fm(for)51 b(whic)-5 b(h)240 8566 y(the)77 b(estimation)d(term)j(ab)5 b(o)-5 b(v)g(e)77 b(is)f(close)g(to)h (zero|is,)j(in)c(a)i(minimax)d(setting,)k(equiv)-10 b(alen)-5 b(t)75 b(to)i(the)g(problem)240 8792 y(of)i(minimizing)e(empirical)g (risk.)137 b(F)-15 b(or)79 b(t)-5 b(ypical)78 b(classes)g Fk(F)97 b Fm(of)80 b(in)-5 b(terest,)82 b(this)d(problem)f(is)h (computationally)240 9018 y(infeasible.)e(Ev)-5 b(en)58 b(w)-5 b(orse,)58 b(for)g(the)f(function)g(classes)g(t)-5 b(ypically)56 b(used)i(b)-5 b(y)58 b(b)5 b(o)g(osting)57 b(and)h(k)-5 b(ernel)58 b(metho)5 b(ds,)56 b(the)240 9244 y(estimation)49 b(term)i(in)h(this)f(expression)f(do)5 b(es)52 b(not)f(con)-5 b(v)g(erge)51 b(to)h(zero)f(for)h(the)f (minimizer)f(of)h(the)g(empirical)f(risk.)240 9469 y(On)56 b(the)g(other)g(hand,)g(the)g(comparison)e(theorems)h(w)-5 b(e)56 b(are)g(considering)f(suggest)g(splitting)e(the)j(upp)5 b(er)56 b(b)5 b(ound)240 9695 y(on)61 b(excess)e(risk)h(in)-5 b(to)60 b(an)g(estimation)e(term)i(and)g(an)h(appro)-5 b(ximation)59 b(term:)1111 10182 y Fl( )7 b Fm(\()p Fl(R)q Fm(\()p Fl(f)20 b Fm(\))40 b Fk(\000)g Fl(R)2057 10107 y Ff(\003)2137 10182 y Fm(\))50 b Fk(\024)h Fl(R)2588 10212 y Fg(\036)2680 10182 y Fm(\()p Fl(f)20 b Fm(\))40 b Fk(\000)g Fl(R)3291 10107 y Ff(\003)3290 10228 y Fg(\036)3433 10182 y Fm(=)3625 9925 y Fe(\022)3759 10182 y Fl(R)3897 10212 y Fg(\036)3989 10182 y Fm(\()p Fl(f)20 b Fm(\))40 b Fk(\000)70 b Fm(inf)4461 10303 y Fg(g)5 b Ff(2F)4772 10182 y Fl(R)4910 10212 y Fg(\036)5002 10182 y Fm(\()p Fl(g)i Fm(\))5238 9925 y Fe(\023)5411 10182 y Fm(+)5593 9925 y Fe(\022)5756 10182 y Fm(inf)5727 10303 y Fg(g)e Ff(2F)6037 10182 y Fl(R)6175 10212 y Fg(\036)6267 10182 y Fm(\()p Fl(g)i Fm(\))39 b Fk(\000)i Fl(R)6863 10107 y Ff(\003)6862 10228 y Fg(\036)6954 9925 y Fe(\023)7118 10182 y Fl(:)639 b Fm(\(1\))p Black 4095 10761 a(5)p Black eop end %%Page: 6 6 TeXDict begin 6 5 bop Black Black 240 1146 a Fm(W)-15 b(e)43 b(can)f(view)h(the)f(function)g Fl( )50 b Fm(pro)-5 b(vided)42 b(b)-5 b(y)43 b(the)g(comparison)e(theorem)h(as)h(quan)-5 b(tifying)41 b(the)h(p)5 b(enalt)-5 b(y)42 b(incurred)240 1372 y(b)-5 b(y)71 b(using)f(the)h(surrogate)f(loss)g(function)g Fl(\036)h Fm(in)g(place)f(of)g(the)h(0-1)f(loss,)i(and)f(linking)f(the) g(excess)g(risk)h(to)f(the)240 1597 y(appro)-5 b(ximation)59 b(error)i(and)f(estimation)e(error)j(asso)5 b(ciated)59 b(with)h(the)g Fl(\036)p Fm(-risk.)522 1823 y(In)i(man)-5 b(y)61 b(cases)f(it)h(is)g(p)5 b(ossible)60 b(to)i(minimize)c(the)k Fl(\036)p Fm(-risk)f(e\016cien)-5 b(tly)59 b(o)-5 b(v)g(er)62 b(a)f(con)-5 b(v)g(ex)61 b(class)g Fk(F)18 b Fm(,)61 b(and)h(hence)240 2049 y(\014nd)57 b(an)f Fl(f)70 b Fk(2)51 b(F)74 b Fm(for)56 b(whic)-5 b(h)56 b(this)g(upp)5 b(er)56 b(b)5 b(ound)57 b(on)f(risk)g(is)g(near)g(minimal.)76 b(This)57 b(holds)e(despite)g(the)h(fact)g(that)240 2275 y(\014nding)k(an)h Fl(f)70 b Fk(2)50 b(F)79 b Fm(with)60 b(near-minimal)d(risk)j(is)g(t)-5 b(ypically)59 b(computationally)e (infeasible.)522 2501 y(Another)77 b(in)-5 b(teresting)75 b(question)g(raised)h(b)-5 b(y)77 b(Theorem)f(2)h(and)g(b)-5 b(y)77 b(the)f(pap)5 b(ers)77 b(in)f(this)g(issue)f(is)h(that)h(of)240 2726 y(con)-5 b(v)g(ergence)71 b(rates.)115 b(Zhang's)72 b(pap)5 b(er)72 b(mak)-5 b(es)71 b(a)i(start)e(in)h(this)f(direction)g (for)h(k)-5 b(ernel)72 b(metho)5 b(ds,)73 b(and)f(this)g(is)240 2952 y(con)-5 b(tin)g(ued)66 b(in)g(his)g(more)g(recen)-5 b(t)66 b(w)-5 b(ork)68 b(with)e(Mannor)h(and)f(Meir)g(concerning)g(b)5 b(o)g(osting)66 b(metho)5 b(ds)66 b(\(Mannor)240 3178 y(et)81 b(al.,)e(2002\).)141 b(Recen)-5 b(tly)-15 b(,)84 b(Tsybak)-5 b(o)g(v)81 b(\(2001\))f(has)g(considered)g(empirical)f (risk)i(minimization)c(in)k(pattern)240 3404 y(classi\014cation)61 b(problems)i(with)h(lo)-5 b(w)63 b(noise|sp)5 b(eci\014cally)-15 b(,)61 b(where)j(the)g Fl(P)5338 3432 y Fg(X)5472 3404 y Fm(-probabilit)-5 b(y)62 b(that)i Fl(P)25 b Fm(\()p Fl(Y)96 b Fm(=)57 b(1)p Fk(j)p Fl(X)14 b Fm(\))63 b(is)240 3630 y(near)76 b(1)p Fl(=)p Fm(2)g(is)f(small.)124 b(He)76 b(sho)-5 b(w)g(ed)76 b(that)f(the)h(risk)f(of)h(the)f(empirical)f (minimizer)f(con)-5 b(v)g(erges)75 b(to)h(its)f(minimal)240 3856 y(v)-10 b(alue)62 b(surprisingly)f(quic)-5 b(kly)62 b(in)g(these)g(cases.)86 b(It)62 b(turns)g(out)h(that,)f(under)h (Tsybak)-5 b(o)g(v's)62 b(lo)-5 b(w)62 b(noise)g(condition,)240 4081 y(the)76 b(relationship)f(b)5 b(et)-5 b(w)g(een)76 b(excess)g(risk)g(and)g(excess)g Fl(\036)p Fm(-risk)g(presen)-5 b(ted)76 b(in)g(Theorem)g(2)h(can)g(b)5 b(e)76 b(impro)-5 b(v)g(ed)240 4307 y(\(Bartlett)50 b(et)h(al.,)f(2003\).)76 b(In)51 b(that)g(case,)h(if)f(the)g(loss)f(function)h Fl(\036)g Fm(is)g(uniformly)f(con)-5 b(v)g(ex)51 b(and)g Fk(F)69 b Fm(is)51 b(con)-5 b(v)g(ex,)52 b(then)240 4533 y(the)71 b(excess)f(risk)g(con)-5 b(v)g(erges)70 b(to)h(its)f(minimal)f (v)-10 b(alue)70 b(\(the)g(appro)-5 b(ximation)69 b(error)j(term)e(in)h (\(1\))o(\))g(surprisingly)240 4759 y(quic)-5 b(kly)-15 b(.)522 4985 y(The)46 b(problem)f(of)g(classi\014cation)d(has)k(b)5 b(een)45 b(a)g(fruitful)f(domain)g(in)i(whic)-5 b(h)45 b(to)g(explore)g(connections)f(b)5 b(et)-5 b(w)g(een)240 5210 y(statistical)48 b(and)k(computational)d(science.)76 b(E\016cien)-5 b(t)50 b(algorithms)f(can)j(b)5 b(e)52 b(designed)e(to)h(solv)-5 b(e)51 b(large-scale)e(clas-)240 5436 y(si\014cation)63 b(problems)g(b)-5 b(y)64 b(exploiting)f(to)5 b(ols)63 b(from)h(con)-5 b(v)g(ex)64 b(optimization,)e(and)i(the)g (statistical)e(consequences)240 5662 y(of)86 b(using)f(these)g(to)5 b(ols)85 b(are)h(b)5 b(eginning)85 b(to)h(b)5 b(e)86 b(understo)5 b(o)g(d.)156 b(The)86 b(three)g(pap)5 b(ers)86 b(in)g(this)f(issue)g(represen)-5 b(t)240 5888 y(signi\014can)g(t)60 b(progress)h(on)h(the)f(general)g(problem)g(of)g(incorp)5 b(orating)61 b(considerations)f(of)h(computational)e(com-)240 6114 y(plexit)-5 b(y)70 b(in)h(statistical)d(theory)-15 b(,)74 b(pro)-5 b(viding)70 b(hin)-5 b(ts)71 b(of)g(general)g (tradeo\013s)g(b)5 b(et)-5 b(w)g(een)71 b(statistical)d(accuracy)j(and) 240 6340 y(computational)58 b(resources)i(that)g(are)g(only)g(b)5 b(eginning)60 b(to)g(b)5 b(e)60 b(explored.)240 6912 y Fa(References)p Black Black 240 7318 a Fm(P)-15 b(.)86 b(L.)h(Bartlett,)k(M.)c(I.)f(Jordan,)94 b(and)87 b(J.)g(D.)g (McAuli\013e.)158 b(Con)-5 b(v)g(exit)g(y)-15 b(,)92 b(classi\014cation,)e(and)d(risk)g(b)5 b(ounds.)422 7544 y(T)-15 b(ec)-5 b(hnical)59 b(rep)5 b(ort,)60 b(Departmen)-5 b(t)59 b(of)h(Statistics,)e(Univ)-5 b(ersit)g(y)59 b(of)h(California,)e (Berk)-5 b(eley)-15 b(,)59 b(2003.)p Black Black 240 7919 a(Y.)45 b(Lin.)54 b(A)46 b(note)f(on)g(margin-based)e(loss)i (functions)e(in)i(classi\014cation.)52 b(T)-15 b(ec)-5 b(hnical)44 b(Rep)5 b(ort)45 b(1044r,)i(Departmen)-5 b(t)422 8145 y(of)60 b(Statistics,)d(Univ)-5 b(ersit)g(y)60 b(of)g(Wisconsin,)e(2001.)p Black Black 240 8520 a(S.)77 b(Mannor,)k(R.)c(Meir,)j(and)d(T.)g(Zhang.)131 b(The)77 b(consistency)f(of)h(greedy)g(algorithms)e(for)i(classi\014cation.)127 b(In)422 8746 y Fh(Pr)-9 b(o)g(c)g(e)g(e)g(dings)60 b(of)j(the)g(A)-5 b(nnual)65 b(Confer)-9 b(enc)g(e)61 b(on)i(Computational)g(L)-9 b(e)g(arning)62 b(The)-9 b(ory)p Fm(,)58 b(pages)g(319{333,)g(2002.)p Black Black 240 9122 a(A.)53 b(Tsybak)-5 b(o)g(v.)68 b(Optimal)51 b(aggregation)h(of)h(classi\014ers)e(in)h(statistical)e (learning.)67 b(T)-15 b(ec)-5 b(hnical)52 b(Rep)5 b(ort)52 b(PMA-682,)422 9347 y(Univ)-5 b(ersit)g(\023)-86 b(e)59 b(P)-5 b(aris)60 b(VI,)g(2001.)p Black 4095 10761 a(6)p Black eop end %%Trailer userdict /end-hook known{end-hook}if %%EOF