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%%Title: %!PS-Adobe-3.0 Microsoft PowerPoint - lec12 %%Creator: PScript5.dll Version 5.2 %%CreationDate: 11/15/2006 10:19:44 %%For: geoff %%BoundingBox: (atend) %%Pages: (atend) %%Orientation: Landscape %%PageOrder: Special %%DocumentNeededResources: (atend) %%DocumentSuppliedResources: (atend) %%DocumentData: Clean7Bit %%TargetDevice: (Color LaserWriter 12/660 PS) (2014.108) 2 %%LanguageLevel: 2 % %%EndComments %%BeginDefaults %%PageBoundingBox: 15 15 597 769 %%ViewingOrientation: 0 1 -1 0 % %%EndDefaults %%BeginProlog %%BeginResource: file Pscript_WinNT_VMErrorHandler 5.0 0 /currentpacking where{pop/oldpack currentpacking def/setpacking where{pop false setpacking}if}if/$brkpage 64 dict def $brkpage begin/prnt{dup type/stringtype ne{=string cvs}if dup length 6 mul/tx exch def/ty 10 def currentpoint/toy exch def/tox exch def 1 setgray newpath tox toy 2 sub moveto 0 ty rlineto tx 0 rlineto 0 ty neg rlineto closepath fill tox toy moveto 0 setgray show}bind def /nl{currentpoint exch pop lmargin exch moveto 0 -10 rmoveto}def/=={/cp 0 def typeprint nl}def/typeprint{dup type exec}readonly def/lmargin 72 def/rmargin 72 def/tprint{dup length cp add rmargin gt{nl/cp 0 def}if dup length cp add/cp exch def prnt}readonly def/cvsprint{=string cvs tprint( )tprint}readonly def /integertype{cvsprint}readonly def/realtype{cvsprint}readonly def/booleantype {cvsprint}readonly def/operatortype{(--)tprint =string cvs tprint(-- )tprint} readonly def/marktype{pop(-mark- )tprint}readonly def/dicttype{pop (-dictionary- )tprint}readonly def/nulltype{pop(-null- )tprint}readonly def /filetype{pop(-filestream- )tprint}readonly def/savetype{pop(-savelevel- ) tprint}readonly def/fonttype{pop(-fontid- )tprint}readonly def/nametype{dup xcheck not{(/)tprint}if cvsprint}readonly def/stringtype{dup rcheck{(\()tprint tprint(\))tprint}{pop(-string- )tprint}ifelse}readonly def/arraytype{dup rcheck {dup xcheck{({)tprint{typeprint}forall(})tprint}{([)tprint{typeprint}forall(]) tprint}ifelse}{pop(-array- )tprint}ifelse}readonly def/packedarraytype{dup rcheck{dup xcheck{({)tprint{typeprint}forall(})tprint}{([)tprint{typeprint} forall(])tprint}ifelse}{pop(-packedarray- )tprint}ifelse}readonly def/courier /Courier findfont 10 scalefont def end errordict/handleerror{systemdict begin $error begin $brkpage begin newerror{/newerror false store vmstatus pop pop 0 ne{grestoreall}if initgraphics courier setfont lmargin 720 moveto errorname (VMerror)eq{version cvi 2016 ge{userdict/ehsave known{clear userdict/ehsave get restore 2 vmreclaim}if vmstatus exch pop exch pop PrtVMMsg}if}if systemdict /showpage get exec(%%[ Error: )print errorname =print(; OffendingCommand: ) print/command load =print( ]%%)= flush}if end end end}dup 0 systemdict put dup 4 $brkpage put bind readonly put/currentpacking where{pop/setpacking where{pop oldpack setpacking}if}if %%EndResource userdict /Pscript_WinNT_Incr 230 dict dup begin put %%BeginResource: file Pscript_FatalError 5.0 0 userdict begin/FatalErrorIf{{initgraphics findfont 1 index 0 eq{exch pop}{dup length dict begin{1 index/FID ne{def}{pop pop}ifelse}forall/Encoding {ISOLatin1Encoding}stopped{StandardEncoding}if def currentdict end /ErrFont-Latin1 exch definefont}ifelse exch scalefont setfont counttomark 3 div cvi{moveto show}repeat showpage quit}{cleartomark}ifelse}bind def end %%EndResource userdict begin/PrtVMMsg{vmstatus exch sub exch pop gt{[ (This job requires more memory than is available in this printer.)100 500 (Try one or more of the following, and then print again:)100 485 (For the output format, choose Optimize For Portability.)115 470 (In the Device Settings page, make sure the Available PostScript Memory is accurate.) 115 455(Reduce the number of fonts in the document.)115 440 (Print the document in parts.)115 425 12/Times-Roman showpage (%%[ PrinterError: Low Printer VM ]%%)= true FatalErrorIf}if}bind def end version cvi 2016 ge{/VM?{pop}bind def}{/VM? userdict/PrtVMMsg get def}ifelse 105000 VM? %%BeginResource: file Pscript_Win_Basic 5.0 0 /d/def load def/,/load load d/~/exch , d/?/ifelse , d/!/pop , d/`/begin , d/^ /index , d/@/dup , d/+/translate , d/$/roll , d/U/userdict , d/M/moveto , d//rlineto , d/&/currentdict , d/:/gsave , d/;/grestore , d/F/false , d/T/true , d/N/newpath , d/E/end , d/Ac/arc , d/An/arcn , d/A/ashow , d/D/awidthshow , d/C /closepath , d/V/div , d/O/eofill , d/L/fill , d/I/lineto , d/-c/curveto , d/-M /rmoveto , d/+S/scale , d/Ji/setfont , d/Lc/setlinecap , d/Lj/setlinejoin , d /Lw/setlinewidth , d/Lm/setmiterlimit , d/sd/setdash , d/S/show , d/LH/showpage , d/K/stroke , d/W/widthshow , d/R/rotate , d/L2? false/languagelevel where{pop languagelevel 2 ge{pop true}if}if d L2?{/xS/xshow , d/yS/yshow , d/zS/xyshow , d}if/b{bind d}bind d/bd{bind d}bind d/xd{~ d}bd/ld{, d}bd/bn/bind ld/lw/Lw ld /lc/Lc ld/lj/Lj ld/sg/setgray ld/ADO_mxRot null d/self & d/OrgMx matrix currentmatrix d/reinitialize{: OrgMx setmatrix[/TextInit/GraphInit/UtilsInit counttomark{@ where{self eq}{F}?{cvx exec}{!}?}repeat cleartomark ;}b /initialize{`{/Pscript_Win_Data where{!}{U/Pscript_Win_Data & put}?/ADO_mxRot ~ d/TextInitialised? F d reinitialize E}{U/Pscript_Win_Data 230 dict @ ` put /ADO_mxRot ~ d/TextInitialised? F d reinitialize}?}b/terminate{!{& self eq {exit}{E}?}loop E}b/suspend/terminate , d/resume{` Pscript_Win_Data `}b U ` /lucas 21690 d/featurebegin{countdictstack lucas[}b/featurecleanup{stopped {cleartomark @ lucas eq{! exit}if}loop countdictstack ~ sub @ 0 gt{{E}repeat} {!}?}b E/snap{transform 0.25 sub round 0.25 add ~ 0.25 sub round 0.25 add ~ itransform}b/dsnap{dtransform round ~ round ~ idtransform}b/nonzero_round{@ 0.5 ge{round}{@ -0.5 lt{round}{0 ge{1}{-1}?}?}?}b/nonzero_dsnap{dtransform nonzero_round ~ nonzero_round ~ idtransform}b U<04>cvn{}put/rr{1 ^ 0 - 0 ~ neg 0 - C}b/irp{4 -2 $ + +S fx 4 2 $ M 1 ^ 0 - 0 ~ - neg 0 -}b/rp{4 2 $ M 1 ^ 0 - 0 ~ - neg 0 -}b/solid{[]0 sd}b/g{@ not{U/DefIf_save save put}if U/DefIf_bool 2 ^ put}b/DefIf_El{if U/DefIf_bool get not @{U/DefIf_save get restore}if}b/e {DefIf_El !}b/UDF{L2?{undefinefont}{!}?}b/UDR{L2?{undefineresource}{! !}?}b /freeVM{/Courier findfont[40 0 0 -40 0 0]makefont Ji 2 vmreclaim}b/hfRedefFont {findfont @ length dict `{1 ^/FID ne{d}{! !}?}forall & E @ ` ~{/CharStrings 1 dict `/.notdef 0 d & E d}if/Encoding 256 array 0 1 255{1 ^ ~/.notdef put}for d E definefont !}bind d/hfMkCIDFont{/CIDFont findresource @ length 2 add dict `{1 ^ @/FID eq ~ @/XUID eq ~/UIDBase eq or or{! !}{d}?}forall/CDevProc ~ d/Metrics2 16 dict d/CIDFontName 1 ^ d & E 1 ^ ~/CIDFont defineresource ![~]composefont !} bind d %%EndResource %%BeginResource: file Pscript_Win_Utils_L2 5.0 0 /rf/rectfill , d/fx{1 1 dtransform @ 0 ge{1 sub 0.5}{1 add -0.5}? 3 -1 $ @ 0 ge {1 sub 0.5}{1 add -0.5}? 3 1 $ 4 1 $ idtransform 4 -2 $ idtransform}b/BZ{4 -2 $ snap + +S fx rf}b/rs/rectstroke , d/rc/rectclip , d/UtilsInit{currentglobal{F setglobal}if}b/scol{! setcolor}b/colspA/DeviceGray d/colspABC/DeviceRGB d /colspRefresh{colspABC setcolorspace}b/SetColSpace{colspABC setcolorspace}b /resourcestatus where{!/ColorRendering/ProcSet resourcestatus{! ! T}{F}?}{F}? not{/ColorRendering<</GetHalftoneName{currenthalftone @/HalftoneName known{ /HalftoneName get}{!/none}?}bn/GetPageDeviceName{currentpagedevice @ /PageDeviceName known{/PageDeviceName get @ null eq{!/none}if}{!/none}?}bn /GetSubstituteCRD{!/DefaultColorRendering/ColorRendering resourcestatus{! ! /DefaultColorRendering}{(DefaultColorRendering*){cvn exit}127 string /ColorRendering resourceforall}?}bn>>/defineresource where{!/ProcSet defineresource !}{! !}?}if/buildcrdname{/ColorRendering/ProcSet findresource ` mark GetHalftoneName @ type @/nametype ne ~/stringtype ne and{!/none}if(.) GetPageDeviceName @ type @/nametype ne ~/stringtype ne and{!/none}if(.)5 ^ 0 5 -1 1{^ length add}for string 6 1 $ 5 ^ 5{~ 1 ^ cvs length 1 ^ length 1 ^ sub getinterval}repeat ! cvn 3 1 $ ! ! E}b/definecolorrendering{~ buildcrdname ~ /ColorRendering defineresource !}b/findcolorrendering where{!}{ /findcolorrendering{buildcrdname @/ColorRendering resourcestatus{! ! T}{ /ColorRendering/ProcSet findresource ` GetSubstituteCRD E F}?}b}? /selectcolorrendering{findcolorrendering !/ColorRendering findresource setcolorrendering}b/G2UBegin{findresource/FontInfo get/GlyphNames2Unicode get `}bind d/G2CCBegin{findresource/FontInfo get/GlyphNames2HostCode get `}bind d /G2UEnd{E}bind d/AddFontInfoBegin{/FontInfo 8 dict @ `}bind d/AddFontInfo{ /GlyphNames2Unicode 16 dict d/GlyphNames2HostCode 16 dict d}bind d /AddFontInfoEnd{E d}bind d/T0AddCFFMtx2{/CIDFont findresource/Metrics2 get ` d E}bind d %%EndResource end % %%EndProlog %%BeginSetup statusdict begin (%%[ ProductName: ) print product print ( ]%%)= flush end [ 0 1 -1 0 0 0 ] false Pscript_WinNT_Incr dup /initialize get exec featurebegin{ %%BeginNonPPDFeature: JobTimeout 0 0 /languagelevel where{pop languagelevel}{1}ifelse 2 ge{1 dict dup/JobTimeout roll put setuserparams}{statusdict/setjobtimeout get exec}ifelse %%EndNonPPDFeature } }featurecleanup 4 -1 featurebegin{ %%BeginNonPPDFeature: WaitTimeout 300 300 /languagelevel where{pop languagelevel}{1}ifelse 2 ge{1 dict dup/WaitTimeout 4 -1 roll put setuserparams}{statusdict/waittimeout 3 -1 roll put}ifelse %%EndNonPPDFeature } }featurecleanup featurebegin{ %%BeginFeature: *TraySwitch False 1 dict dup /TraySwitch false put setpagedevice %%EndFeature }featurecleanup featurebegin{ % %%BeginFeature: *OutputMode Normal 1 dict dup /PostRenderingEnhanceDetails 2 dict dup /Type 19 put dup /OutputMode /Normal put put setpagedevice %%EndFeature }featurecleanup featurebegin{ % %%BeginFeature: *PageSize Letter 2 dict dup /PageSize [612 792] put dup /ImagingBBox null put setpagedevice %%EndFeature }featurecleanup featurebegin{ % %%BeginFeature: *MediaType Plain 2 dict dup /MediaType (Plain) put dup /InputAttributes mark currentpagedevice /InputAttributes get { dup type /dicttype eq { dup length 1 add dict begin {def} forall /MediaType (Plain) def currentdict end } if } forall counttomark 2 idiv dup dict begin {def} repeat pop currentdict end put s setpagedevice %%EndFeature }featurecleanup featurebegin{ % %%BeginFeature: *OutputBin OnlyOne %%EndFeature }featurecleanup featurebegin{ % %%BeginFeature: *InstalledMemory 16Meg %%EndFeature }featurecleanup featurebegin{ % %%BeginFeature: *OptionalCassette1 False %%EndFeature }featurecleanup featurebegin{ % %%BeginFeature: *Resolution 600dpi %%EndFeature }featurecleanup 1 setlinecap 1 setlinejoin /mysetup [ 0 72 600 V 72 600 V 0 15.00094 15.00094 ] def % %%EndSetup userdict begin /ehsave save def end %%Page: 1 1 %%PageBoundingBox: 15 15 597 769 %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup 30000 VM? Pscript_WinNT_Incr begin %%BeginResource: file Pscript_WinNT_Compat 5.0 0 userdict/Pscript_WinNT_Compat 19 dict dup begin/bd{bind def}bind def/ld{load def}bd/$x matrix def/ANSIVec[16#0/grave 16#1/acute 16#2/circumflex 16#3/tilde 16#4/macron 16#5/breve 16#6/dotaccent 16#7/dieresis 16#8/ring 16#9/cedilla 16#A /hungarumlaut 16#B/ogonek 16#C/caron 16#D/dotlessi 16#27/quotesingle 16#60 /grave 16#7C/bar 16#82/quotesinglbase 16#83/florin 16#84/quotedblbase 16#85 /ellipsis 16#86/dagger 16#87/daggerdbl 16#88/circumflex 16#89/perthousand 16#8A /Scaron 16#8B/guilsinglleft 16#8C/OE 16#91/quoteleft 16#92/quoteright 16#93 /quotedblleft 16#94/quotedblright 16#95/bullet 16#96/endash 16#97/emdash 16#98 /tilde 16#99/trademark 16#9A/scaron 16#9B/guilsinglright 16#9C/oe 16#9F /Ydieresis 16#A0/space 16#A1/exclamdown 16#A4/currency 16#A5/yen 16#A6 /brokenbar 16#A7/section 16#A8/dieresis 16#A9/copyright 16#AA/ordfeminine 16#AB /guillemotleft 16#AC/logicalnot 16#AD/hyphen 16#AE/registered 16#AF/macron 16#B0/degree 16#B1/plusminus 16#B2/twosuperior 16#B3/threesuperior 16#B4/acute 16#B5/mu 16#B6/paragraph 16#B7/periodcentered 16#B8/cedilla 16#B9/onesuperior 16#BA/ordmasculine 16#BB/guillemotright 16#BC/onequarter 16#BD/onehalf 16#BE /threequarters 16#BF/questiondown 16#C0/Agrave 16#C1/Aacute 16#C2/Acircumflex 16#C3/Atilde 16#C4/Adieresis 16#C5/Aring 16#C6/AE 16#C7/Ccedilla 16#C8/Egrave 16#C9/Eacute 16#CA/Ecircumflex 16#CB/Edieresis 16#CC/Igrave 16#CD/Iacute 16#CE /Icircumflex 16#CF/Idieresis 16#D0/Eth 16#D1/Ntilde 16#D2/Ograve 16#D3/Oacute 16#D4/Ocircumflex 16#D5/Otilde 16#D6/Odieresis 16#D7/multiply 16#D8/Oslash 16#D9/Ugrave 16#DA/Uacute 16#DB/Ucircumflex 16#DC/Udieresis 16#DD/Yacute 16#DE /Thorn 16#DF/germandbls 16#E0/agrave 16#E1/aacute 16#E2/acircumflex 16#E3 /atilde 16#E4/adieresis 16#E5/aring 16#E6/ae 16#E7/ccedilla 16#E8/egrave 16#E9 /eacute 16#EA/ecircumflex 16#EB/edieresis 16#EC/igrave 16#ED/iacute 16#EE /icircumflex 16#EF/idieresis 16#F0/eth 16#F1/ntilde 16#F2/ograve 16#F3/oacute 16#F4/ocircumflex 16#F5/otilde 16#F6/odieresis 16#F7/divide 16#F8/oslash 16#F9 /ugrave 16#FA/uacute 16#FB/ucircumflex 16#FC/udieresis 16#FD/yacute 16#FE/thorn 16#FF/ydieresis]def currentdict{dup type/operatortype eq{[exch]cvx def}{pop pop}ifelse}forall/initialize{currentdict exch begin begin}bind def/terminate{ /@FL where not{pop end end}{pop}ifelse}bind def/suspend/terminate load def /resume/initialize load def/RS{/pagesave where{pop pagesave restore}{$x matrix invertmatrix concat}ifelse}def/SS{/pagesave save def}def/CB{pop pop pop pop}def /B{pop pop pop pop}def/:/gsave load def/;/grestore load def/N/newpath load def end put %%EndResource end reinitialize Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 0 0 m 6283 0 l 6283 4850 l 0 4850 l CP eoclip 1 1 1 SC NP 0 -1 m 6292 -1 l 6292 4858 l 0 4858 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol Pscript_WinNT_Incr begin %%BeginResource: file Pscript_Text 5.0 0 /TextInit{TextInitialised? not{/Pscript_Windows_Font & d/TextInitialised? T d /fM[1 0 0 1 0 0]d/mFM matrix d/iMat[1 0 0.212557 1 0 0]d}if}b/copyfont{1 ^ length add dict `{1 ^/FID ne{d}{! !}?}forall & E}b/EncodeDict 11 dict d/bullets {{/bullet}repeat}b/rF{3 copyfont @ ` ~ EncodeDict ~ get/Encoding ~ 3 ^/0 eq{& /CharStrings known{CharStrings/Eth known not{! EncodeDict/ANSIEncodingOld get} if}if}if d E}b/mF{@ 7 1 $ findfont ~{@/Encoding get @ StandardEncoding eq{! T}{ {ISOLatin1Encoding}stopped{! F}{eq}?{T}{@ ` T 32 1 127{Encoding 1 ^ get StandardEncoding 3 -1 $ get eq and}for E}?}?}{F}?{1 ^ ~ rF}{0 copyfont}? 6 -2 $ ! ! ~ !/pd_charset @ where{~ get 128 eq{@ FDV 2 copy get @ length array copy put pd_CoverFCRange}if}{!}? 2 ^ ~ definefont fM 5 4 -1 $ put fM 4 0 put fM makefont Pscript_Windows_Font 3 1 $ put}b/sLT{: Lw -M currentpoint snap M 0 - 0 Lc K ;}b/xUP null d/yUP null d/uW null d/xSP null d/ySP null d/sW null d/sSU{N /uW ~ d/yUP ~ d/xUP ~ d}b/sU{xUP yUP uW sLT}b/sST{N/sW ~ d/ySP ~ d/xSP ~ d}b/sT {xSP ySP sW sLT}b/sR{: + R 0 0 M}b/sRxy{: matrix astore concat 0 0 M}b/eR/; , d /AddOrigFP{{&/FontInfo known{&/FontInfo get length 6 add}{6}? dict ` /WinPitchAndFamily ~ d/WinCharSet ~ d/OrigFontType ~ d/OrigFontStyle ~ d /OrigFontName ~ d & E/FontInfo ~ d}{! ! ! ! !}?}b/mFS{makefont Pscript_Windows_Font 3 1 $ put}b/mF42D{0 copyfont `/FontName ~ d 2 copy ~ sub 1 add dict `/.notdef 0 d 2 copy 1 ~{@ 3 ^ sub Encoding ~ get ~ d}for & E /CharStrings ~ d ! ! & @ E/FontName get ~ definefont}b/mF42{15 dict ` @ 4 1 $ FontName ~ d/FontType 0 d/FMapType 2 d/FontMatrix[1 0 0 1 0 0]d 1 ^ 254 add 255 idiv @ array/Encoding ~ d 0 1 3 -1 $ 1 sub{@ Encoding 3 1 $ put}for/FDepVector Encoding length array d/CharStrings 2 dict `/.notdef 0 d & E d 0 1 Encoding length 1 sub{@ @ 10 lt{! FontName length 1 add string}{100 lt{FontName length 2 add string}{FontName length 3 add string}?}? @ 0 FontName @ length string cvs putinterval @ 3 -1 $ @ 4 1 $ 3 string cvs FontName length ~ putinterval cvn 1 ^ 256 mul @ 255 add 3 -1 $ 4 ^ findfont mF42D FDepVector 3 1 $ put}for & @ E /FontName get ~ definefont ! ! ! mF}b/mF_OTF_V{~ ! ~ ! 4 -1 $ ! findfont 2 ^ ~ definefont fM @ @ 4 6 -1 $ neg put 5 0 put 90 matrix R matrix concatmatrix makefont Pscript_Windows_Font 3 1 $ put}b/mF_TTF_V{3{~ !}repeat 3 -1 $ ! findfont 1 ^ ~ definefont Pscript_Windows_Font 3 1 $ put}b/UmF{L2? {Pscript_Windows_Font ~ undef}{!}?}b/UmF42{@ findfont/FDepVector get{/FontName get undefinefont}forall undefinefont}b %%EndResource end reinitialize Pscript_WinNT_Incr begin %%BeginResource: file Pscript_Encoding256 5.0 0 /CharCol256Encoding[/.notdef/breve/caron/dotaccent/dotlessi/fi/fl/fraction /hungarumlaut/Lslash/lslash/minus/ogonek/ring/Zcaron/zcaron/.notdef/.notdef /.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef /.notdef/.notdef/.notdef/.notdef/.notdef/space/exclam/quotedbl/numbersign /dollar/percent/ampersand/quotesingle/parenleft/parenright/asterisk/plus/comma /hyphen/period/slash/zero/one/two/three/four/five/six/seven/eight/nine/colon /semicolon/less/equal/greater/question/at/A/B/C/D/E/F/G/H/I/J/K/L/M/N/O/P/Q/R/S /T/U/V/W/X/Y/Z/bracketleft/backslash/bracketright/asciicircum/underscore/grave /a/b/c/d/e/f/g/h/i/j/k/l/m/n/o/p/q/r/s/t/u/v/w/x/y/z/braceleft/bar/braceright /asciitilde/.notdef/Euro/.notdef/quotesinglbase/florin/quotedblbase/ellipsis /dagger/daggerdbl/circumflex/perthousand/Scaron/guilsinglleft/OE/.notdef /.notdef/.notdef/.notdef/quoteleft/quoteright/quotedblleft/quotedblright/bullet /endash/emdash/tilde/trademark/scaron/guilsinglright/oe/.notdef/.notdef /Ydieresis/.notdef/exclamdown/cent/sterling/currency/yen/brokenbar/section /dieresis/copyright/ordfeminine/guillemotleft/logicalnot/.notdef/registered /macron/degree/plusminus/twosuperior/threesuperior/acute/mu/paragraph /periodcentered/cedilla/onesuperior/ordmasculine/guillemotright/onequarter /onehalf/threequarters/questiondown/Agrave/Aacute/Acircumflex/Atilde/Adieresis /Aring/AE/Ccedilla/Egrave/Eacute/Ecircumflex/Edieresis/Igrave/Iacute /Icircumflex/Idieresis/Eth/Ntilde/Ograve/Oacute/Ocircumflex/Otilde/Odieresis /multiply/Oslash/Ugrave/Uacute/Ucircumflex/Udieresis/Yacute/Thorn/germandbls /agrave/aacute/acircumflex/atilde/adieresis/aring/ae/ccedilla/egrave/eacute /ecircumflex/edieresis/igrave/iacute/icircumflex/idieresis/eth/ntilde/ograve /oacute/ocircumflex/otilde/odieresis/divide/oslash/ugrave/uacute/ucircumflex /udieresis/yacute/thorn/ydieresis]def EncodeDict/256 CharCol256Encoding put %%EndResource e end reinitialize %%IncludeResource: font Helvetica Pscript_WinNT_Incr begin %%BeginResource: file Pscript_Win_Euro_L2 5.0 0 /UseT3EuroFont{/currentdistillerparams where{pop currentdistillerparams /CoreDistVersion get 4000 le}{false}ifelse}bind def/NewEuroT3Font?{dup/FontType get 3 eq{dup/EuroFont known exch/BaseFont known and}{pop false}ifelse}bind def /T1FontHasEuro{dup/CharStrings known not{dup NewEuroT3Font?{dup/EuroGlyphName get exch/EuroFont get/CharStrings get exch known{true}{false}ifelse}{pop false} ifelse}{dup/FontType get 1 eq{/CharStrings get/Euro known}{dup/InfoDict known{ /InfoDict get/Euro known}{/CharStrings get/Euro known}ifelse}ifelse}ifelse}bind def/FontHasEuro{findfont dup/Blend known{pop true}{T1FontHasEuro}ifelse}bind def/EuroEncodingIdx 1 def/EuroFontHdr{12 dict begin/FontInfo 10 dict dup begin /version(001.000)readonly def/Notice(Copyright (c)1999 Adobe Systems Incorporated. All Rights Reserved.)readonly def/FullName(Euro)readonly def /FamilyName(Euro)readonly def/Weight(Regular)readonly def/isFixedPitch false def/ItalicAngle 0 def/UnderlinePosition -100 def/UnderlineThickness 50 def end readonly def/FontName/Euro def/Encoding 256 array 0 1 255{1 index exch/.notdef put}for def/PaintType 0 def/FontType 1 def/FontMatrix[0.001 0 0 0.001 0 0]def /FontBBox{-25 -23 1500 804}readonly def currentdict end dup/Private 20 dict dup begin/ND{def}def/NP{put}def/lenIV -1 def/RD{string currentfile exch readhexstring pop}def/-|{string currentfile exch readstring pop}executeonly def /|-{def}executeonly def/|{put}executeonly def/BlueValues[-20 0 706 736 547 572] |-/OtherBlues[-211 -203]|-/BlueScale 0.0312917 def/MinFeature{16 16}|-/StdHW [60]|-/StdVW[71]|-/ForceBold false def/password 5839 def/Erode{8.5 dup 3 -1 roll 0.1 mul exch 0.5 sub mul cvi sub dup mul 71 0 dtransform dup mul exch dup mul add le{pop pop 1.0 1.0}{pop pop 0.0 1.5}ifelse}def/OtherSubrs[{}{}{} {systemdict/internaldict known not{pop 3}{1183615869 systemdict/internaldict get exec dup/startlock known{/startlock get exec}{dup/strtlck known{/strtlck get exec}{pop 3}ifelse}ifelse}ifelse}executeonly]|-/Subrs 5 array dup 0 <8E8B0C100C110C110C210B>put dup 1<8B8C0C100B>put dup 2<8B8D0C100B>put dup 3<0B> put dup 4<8E8C8E0C100C110A0B>put |- 2 index/CharStrings 256 dict dup begin /.notdef<8b8b0d0e>def end end put put dup/FontName get exch definefont pop}bind def/AddEuroGlyph{2 index exch EuroEncodingIdx 1 eq{EuroFontHdr}if systemdict begin/Euro findfont dup dup/Encoding get 5 1 roll/Private get begin/CharStrings get dup 3 index known{pop pop pop pop end end}{begin 1 index exch def end end end EuroEncodingIdx dup 1 add/EuroEncodingIdx exch def exch put}ifelse}bind def /GetNewXUID{currentdict/XUID known{[7 XUID aload pop]true}{currentdict/UniqueID known{[7 UniqueID]true}{false}ifelse}ifelse}bind def/BuildT3EuroFont{exch 16 dict begin dup/FontName exch def findfont dup/Encoding get/Encoding exch def dup length 1 add dict copy dup/FID undef begin dup dup/FontName exch def /Encoding 256 array 0 1 255{1 index exch/.notdef put}for def GetNewXUID{/XUID exch def}if currentdict end definefont pop/BaseFont exch findfont 1000 scalefont def/EuroFont exch findfont 1000 scalefont def pop/EuroGlyphName exch def/FontType 3 def/FontMatrix[.001 0 0 .001 0 0]def/FontBBox BaseFont/FontBBox get def/Char 1 string def/BuildChar{exch dup begin/Encoding get 1 index get /Euro eq{BaseFont T1FontHasEuro{false}{true}ifelse}{false}ifelse{EuroFont setfont pop userdict/Idx 0 put EuroFont/Encoding get{EuroGlyphName eq{exit} {userdict/Idx Idx 1 add put}ifelse}forall userdict/Idx get}{dup dup Encoding exch get BaseFont/Encoding get 3 1 roll put BaseFont setfont}ifelse Char 0 3 -1 roll put Char stringwidth newpath 0 0 moveto Char true charpath flattenpath pathbbox setcachedevice 0 0 moveto Char show end}bind def currentdict end dup /FontName get exch definefont pop}bind def/AddEuroToT1Font{dup findfont dup length 10 add dict copy dup/FID undef begin/EuroFont 3 -1 roll findfont 1000 scalefont def CharStrings dup length 1 add dict copy begin/Euro{EuroFont setfont pop EuroGBBox aload pop setcachedevice 0 0 moveto EuroGName glyphshow} bind def currentdict end/CharStrings exch def GetNewXUID{/XUID exch def}if 3 1 roll/EuroGBBox exch def/EuroGName exch def currentdict end definefont pop}bind def/BuildNewFont{UseT3EuroFont{BuildT3EuroFont}{pop AddEuroToT1Font}ifelse}bind def/UseObliqueEuro{findfont/FontMatrix get dup 2 get 0 eq exch dup 0 get exch 3 get eq and UseT3EuroFont or}bind def %%EndResource end reinitialize 7500 VM? /Helvetica FontHasEuro not { /Euro.Helvetica [556 0 24 -19 541 703 ] <A3F8C00DD4E90378DA01F779D301F808D301F904DA01F899F908156CB447AD338B08FB2D 8B372B7BFB37085806724305D30644075B06724305DA06A0FB36E035F7218B08E08BCDB7 939208EE077A71405E418B083F8B4CCE84F108F76506A3D305FB8306D207F79C06A3D305 FBB10692E2B7E8F28B08E08BBE62A45A08090E> AddEuroGlyph /Euro /Helvetica /Helvetica-Copy BuildNewFont } if F /F0 0 /256 T /Helvetica mF /F0S6C F0 [108 0 0 -108 0 0 ] mFS F0S6C Ji 6168 4801 M (1)S 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 547 484 m 2907 484 l 2907 2255 l 547 2255 l CP eoclip 1 1 0.8515 SC NP 547 484 m 2907 484 l 2907 2254 l 547 2254 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0.602 1 scol /F0S69 F0 [105 0 0 -105 0 0 ] mFS F0S69 Ji 735 1064 M (CSC2535: Computation in Neural Networks)[76 70 76 58 58 58 58 29 29 76 58 87 58 58 29 59 29 24 58 58 29 23 58 29 76 58 58 35 59 23 29 76 58 30 75 58 35 53 0]xS /F0S76 F0 [118 0 0 -118 0 0 ] mFS F0S76 Ji 1450 1329 M (Lecture 12: )[66 66 59 32 66 39 66 33 65 66 33 0]xS 824 1471 M (Non)[85 66 0]xS 1041 1471 M (-)S 1080 1471 M (linear dimensionality reduction)[26 26 66 66 66 39 32 66 26 98 66 66 59 25 66 66 66 26 26 33 57 33 39 66 66 66 59 33 26 66 0]xS 0 0 0 1 scol /F0S4F F0 [79 0 0 -79 0 0 ] mFS F0S4F Ji 1442 1799 M (Geoffrey Hinton)[61 44 43 22 23 26 44 39 22 57 18 43 22 44 0]xS Pscript_WinNT_Incr begin %%BeginResource: file Pscript_Win_GdiObject 5.0 0 /SavedCTM null d/CTMsave{/SavedCTM SavedCTM currentmatrix d}b/CTMrestore {SavedCTM setmatrix}b/mp null d/ADO_mxRot null d/GDIHMatrix null d /GDIHPatternDict 22 dict d GDIHPatternDict `/PatternType 1 d/PaintType 2 d/Reps L2?{1}{5}? d/XStep 8 Reps mul d/YStep XStep d/BBox[0 0 XStep YStep]d/TilingType 1 d/PaintProc{` 1 Lw[]0 sd PaintData , exec E}b/FGnd null d/BGnd null d /HS_Horizontal{horiz}b/HS_Vertical{vert}b/HS_FDiagonal{fdiag}b/HS_BDiagonal {biag}b/HS_Cross{horiz vert}b/HS_DiagCross{fdiag biag}b/MaxXYStep XStep YStep gt{XStep}{YStep}? d/horiz{Reps{0 4 M XStep 0 - 0 8 +}repeat 0 -8 Reps mul + K}b /vert{Reps{4 0 M 0 YStep - 8 0 +}repeat 0 -8 Reps mul + K}b/biag{Reps{0 0 M MaxXYStep @ - 0 YStep neg M MaxXYStep @ - 0 8 +}repeat 0 -8 Reps mul + 0 YStep M 8 8 - K}b/fdiag{Reps{0 0 M MaxXYStep @ neg - 0 YStep M MaxXYStep @ neg - 0 8 +}repeat 0 -8 Reps mul + MaxXYStep @ M 8 -8 - K}b E/makehatch{4 -2 $/yOrg ~ d /xOrg ~ d GDIHPatternDict/PaintData 3 -1 $ put CTMsave GDIHMatrix setmatrix GDIHPatternDict matrix xOrg yOrg + mp CTMrestore ~ U ~ 2 ^ put}b/h0{/h0 /HS_Horizontal makehatch}b/h1{/h1/HS_Vertical makehatch}b/h2{/h2/HS_FDiagonal makehatch}b/h3{/h3/HS_BDiagonal makehatch}b/h4{/h4/HS_Cross makehatch}b/h5{/h5 /HS_DiagCross makehatch}b/GDIBWPatternMx null d/pfprep{save 8 1 $ /PatternOfTheDay 8 1 $ GDIBWPatternDict `/yOrg ~ d/xOrg ~ d/PaintData ~ d/yExt ~ d/Width ~ d/BGnd ~ d/FGnd ~ d/Height yExt RepsV mul d/mx[Width 0 0 Height 0 0]d E build_pattern ~ !}b/pfbf{/fEOFill ~ d pfprep hbf fEOFill{O}{L}? restore}b /GraphInit{GDIHMatrix null eq{/SavedCTM matrix d : ADO_mxRot concat 0 0 snap + : 0.48 @ GDIHPatternDict ` YStep mul ~ XStep mul ~ nonzero_dsnap YStep V ~ XStep V ~ E +S/GDIHMatrix matrix currentmatrix readonly d ; : 0.24 -0.24 +S GDIBWPatternDict ` Width Height E nonzero_dsnap +S/GDIBWPatternMx matrix currentmatrix readonly d ; ;}if}b %%EndResource %%BeginResource: file Pscript_Win_GdiObject_L2 5.0 0 /GDIBWPatternDict 25 dict @ `/PatternType 1 d/PaintType 1 d/RepsV 1 d/RepsH 1 d /BBox[0 0 RepsH 1]d/TilingType 1 d/XStep 1 d/YStep 1 d/Height 8 RepsV mul d /Width 8 d/mx[Width 0 0 Height neg 0 Height]d/FGnd null d/BGnd null d /SetBGndFGnd{BGnd null ne{BGnd aload ! scol BBox aload ! 2 ^ sub ~ 3 ^ sub ~ rf}if FGnd null ne{FGnd aload ! scol}if}b/PaintProc{` SetBGndFGnd RepsH{Width Height F mx PaintData imagemask Width 0 +}repeat E}b E d/mp/makepattern , d /build_pattern{CTMsave GDIBWPatternMx setmatrix/nupangle where{! nupangle -90 eq{nupangle R}if}if GDIBWPatternDict @ ` Width Height ne{Width Height gt{Width Height V 1}{1 Height Width V}? +S}if xOrg yOrg E matrix + mp CTMrestore}b/hbf {setpattern}b/hf{:/fEOFill ~ d ~ ! setpattern fEOFill{O}{L}? ;}b/pbf{: ! /fEOFill ~ d GDIBWPatternDict `/yOrg ~ d/xOrg ~ d/PaintData ~ d/OutputBPP ~ d /Height ~ d/Width ~ d/PaintType 1 d/PatternType 1 d/TilingType 1 d/BBox[0 0 Width Height]d/XStep Width d/YStep Height d/mx xOrg yOrg matrix + d 20 dict @ ` /ImageType 1 d/Width Width d/Height Height d/ImageMatrix[1 0 0 1 0 0]d /BitsPerComponent 8 d OutputBPP 24 eq{/Decode[0 1 0 1 0 1]d}{OutputBPP 8 eq{ /Decode[0 1]d}{/Decode[0 1 0 1 0 1 0 1]d}?}?/DataSource{PaintData}d E/ImageDict ~ d/PaintProc{` ImageDict image E}b & mx makepattern setpattern E fEOFill{O}{L} ? ;}b/mask_pbf{:/fEOFill ~ d 20 dict `/yOrg ~ d/xOrg ~ d/PaintData ~ d/Height ~ d/Width ~ d/PatternType 1 d/PaintType 2 d/TilingType 1 d/BBox[0 0 Width Height] d/XStep Width d/YStep Height d/mx xOrg yOrg matrix + d/PaintProc{` Width Height T 1 1 dtransform abs ~ abs ~ 0 0 3 -1 $ 0 0 6 array astore{PaintData}imagemask E}b & mx makepattern setpattern E fEOFill{O}{L}? ;}b %%EndResource end reinitialize 0 Lj 1 Lc 8 Lw solid N 2903 488 M 551 488 I 551 2251 I 2903 2251 I C K 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 3374 484 m 5734 484 l 5734 2255 l 3374 2255 l CP eoclip 1 1 0.8515 SC NP 3374 484 m 5734 484 l 5734 2254 l 3374 2254 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0.602 1 scol F0S69 Ji 3819 678 M (Dimensionality reduction: Some )[76 23 87 58 58 53 23 58 58 58 24 23 30 51 29 35 59 58 58 53 29 23 58 58 29 29 70 58 88 58 0]xS 4255 804 M (Assumptions)[70 53 53 58 87 58 29 23 58 58 0]xS 0 0 0 1 scol /F0S5C F0 [92 0 0 -92 0 0 ] mFS F0S5C Ji 3516 1045 M <95>S 3605 1045 M (High)[66 20 52 0]xS 3794 1045 M (-)S 3825 1045 M (dimensional data often lies on or near a )[51 20 77 51 51 46 20 52 51 51 20 26 51 51 26 51 26 51 26 26 51 51 26 20 20 51 46 26 51 51 26 51 31 26 51 51 51 31 26 50 0]xS 3605 1156 M (much lower dimensional, curved manifold.)[77 51 46 51 26 20 51 66 51 31 26 51 20 77 51 51 46 20 51 52 51 20 26 26 46 51 31 45 51 51 26 77 51 51 20 27 51 20 51 0]xS 3516 1288 M <95>S 3605 1288 M (A good way to represent data points is by their )[61 26 52 51 51 51 26 65 51 45 26 26 51 26 31 51 51 31 51 46 51 51 26 25 51 51 26 51 26 51 51 20 51 26 46 26 20 46 26 51 45 26 26 51 51 20 31 0]xS 3605 1398 M (low)[20 52 0]xS 3742 1398 M (-)S 3773 1398 M (dimensional coordinates.)[52 20 77 51 51 46 20 51 52 51 20 26 46 51 51 31 51 20 52 51 26 51 46 0]xS 3516 1531 M <95>S 3605 1531 M (The low)[57 51 51 26 20 51 0]xS 3926 1531 M (-)S 3957 1531 M (dimensional representation of the data )[51 20 77 52 51 46 20 51 52 51 20 26 31 51 52 31 51 46 51 51 26 51 26 20 51 51 26 50 27 25 26 51 51 26 51 51 26 50 0]xS 3605 1641 M (should capture information about high)[46 51 51 51 20 51 26 46 51 51 26 51 31 51 26 20 51 27 51 31 77 50 26 20 51 51 26 51 51 51 51 26 26 51 20 52 0]xS 5145 1641 M (-)S 3605 1751 M (dimensional )[51 20 77 51 51 46 20 52 51 51 20 0]xS 4121 1751 M (pairwise)[51 52 20 32 65 20 46 0]xS 4484 1751 M (distances.)[51 20 46 27 51 51 46 51 46 0]xS N 5730 488 M 3378 488 I 3378 2251 I 5730 2251 I C K 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 547 2594 m 2907 2594 l 2907 4365 l 547 4365 l CP eoclip 1 1 0.8515 SC NP 547 2594 m 2907 2594 l 2907 4364 l 547 4364 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0.602 1 scol F0S69 Ji 941 2851 M (Dimensionality reduction methods)[76 23 87 58 58 53 23 58 58 58 24 23 30 51 29 35 59 58 58 53 29 23 58 58 29 87 58 30 58 58 58 0]xS 0 0 1 1 scol F0S5C Ji 689 3099 M <95>S 778 3099 M (Global methods)[72 20 51 51 51 20 26 77 51 26 51 51 51 0]xS 0 0 0 1 scol 1448 3099 M (assume that all )[51 46 46 51 77 51 25 26 51 51 26 26 51 20 20 0]xS 2092 3099 M (pairwise)[51 51 20 31 66 20 46 0]xS 778 3198 M (distances are of equal importance.)[51 20 46 26 51 51 46 51 46 26 51 31 51 26 50 26 26 51 52 51 51 20 26 20 76 51 51 31 26 51 51 46 51 0]xS 0 0.602 0 1 scol 807 3320 M <96>S 881 3320 M (Choose the low)[66 51 51 51 46 51 26 26 51 51 26 20 52 0]xS 1514 3320 M (-)S 1545 3320 M (D )[66 0]xS 1637 3320 M (pairwise)[51 51 20 32 66 21 46 0]xS 2001 3320 M (distances to fit the )[51 20 46 26 51 51 46 51 46 26 26 50 25 27 20 25 25 26 51 51 0]xS 881 3419 M (high)[51 20 52 0]xS 1055 3419 M (-)S 1086 3419 M (D ones \(using magnitude or rank order\).)[66 26 51 51 51 46 26 31 51 46 20 51 52 25 77 51 51 51 20 26 51 51 51 26 51 31 26 31 51 51 46 26 51 31 51 51 31 30 0]xS 0 0 1 1 scol 689 3662 M <95>S 778 3662 M (Local methods)[51 51 46 51 20 26 77 51 26 51 51 51 0]xS 0 0 0 1 scol 1402 3662 M (assume that only local distances )[51 46 46 51 77 51 25 25 51 51 26 26 51 51 20 45 26 20 51 46 52 20 26 51 20 46 26 51 51 46 51 46 0]xS 778 3761 M (are reliable in high)[51 31 51 26 31 51 20 20 51 51 21 51 26 20 51 26 51 20 52 0]xS 1530 3761 M (-)S 1561 3761 M (D.)[66 0]xS 0 0.602 0 1 scol 807 3882 M <96>S 881 3882 M (Put more weight on getting local distances )[61 51 26 26 77 51 31 50 26 65 51 20 52 51 26 26 51 51 26 52 50 26 26 19 51 52 26 20 51 46 51 20 26 51 20 46 26 51 51 46 51 46 0]xS 881 3981 M (right.)[31 20 52 51 25 0]xS 0 0 0 1 scol N 2903 2598 M 551 2598 I 551 4361 I 2903 4361 I C K 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 3374 2594 m 5734 2594 l 5734 4365 l 3374 4365 l CP eoclip 1 1 0.8515 SC NP 3374 2594 m 5734 2594 l 5734 4364 l 3374 4364 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0.602 1 scol F0S69 Ji 3574 2810 M (Linear methods of reducing dimensionality)[58 23 58 58 58 35 29 87 59 29 58 58 58 53 29 58 29 29 35 58 59 58 53 23 58 58 29 58 23 87 59 58 53 23 58 58 58 24 23 30 0]xS 0.199 0.199 0.801 1 scol F0S4F Ji 3481 2959 M <95>S 3570 2959 M (PCA)[53 57 0]xS 0 0 0 1 scol 3754 2959 M (finds the directions that have the most variance. )[22 18 44 43 40 21 22 44 44 22 43 18 26 44 39 22 18 44 43 40 21 22 44 44 21 21 44 44 39 44 22 22 44 44 22 65 43 40 22 22 39 44 26 18 44 43 40 43 22 0]xS 0 0.602 0 1 scol 3599 3053 M <96>S 3673 3053 M (By representing where each )[53 39 22 26 44 44 26 44 40 43 44 22 18 43 44 22 57 44 44 26 44 21 44 44 39 44 0]xS 4675 3053 M (datapoint)[44 44 22 44 44 44 17 44 0]xS 5021 3053 M (is along these )[18 39 22 44 18 44 43 44 22 22 44 43 40 43 0]xS 3673 3128 M (axes, we minimize the squared reconstruction error. )[44 40 43 40 22 22 57 43 22 65 18 44 18 65 18 39 44 22 22 43 44 21 40 44 44 44 25 44 44 22 26 44 40 43 44 40 22 26 43 40 21 18 44 44 21 44 26 26 44 26 22 0]xS 3599 3223 M <96>S 3673 3223 M (Linear )[44 18 44 44 44 26 0]xS 3915 3223 M (autoencoders)[44 43 22 44 44 43 40 44 44 44 25 0]xS 4414 3223 M (are equivalent to PCA)[44 26 44 21 44 44 43 18 39 44 18 44 44 22 21 22 44 21 53 57 0]xS 0.199 0.199 0.801 1 scol 3481 3411 M <95>S 3570 3411 M (M)S 0 0 0 1 scol 3635 3411 M (ulti)[44 18 22 0]xS 3737 3411 M (-)S 0.199 0.199 0.801 1 scol 3763 3411 M (D)S 0 0 0 1 scol 3820 3411 M (imensional )[18 65 44 44 39 18 44 44 43 18 0]xS 0.199 0.199 0.801 1 scol 4219 3411 M (S)S 0 0 0 1 scol 4271 3411 M (caling arranges the low)[40 43 18 18 44 43 22 44 25 26 44 44 44 44 40 21 22 44 44 21 18 44 0]xS 5081 3411 M (-)S 5107 3411 M (dimensional )[44 18 65 44 43 40 18 44 44 43 18 0]xS 3570 3487 M (points so as to minimize the discrepancy between the )[44 44 18 44 21 40 21 40 44 22 43 40 21 22 44 22 65 18 44 18 65 18 39 44 21 22 44 44 21 44 18 39 40 26 44 44 44 43 40 39 22 44 43 22 57 44 44 44 21 22 44 44 0]xS 3570 3562 M (pairwise)[44 44 18 26 57 17 40 0]xS 3882 3562 M (distances in the original space and the )[43 18 39 22 44 44 39 44 39 22 18 44 21 22 44 44 22 44 25 18 43 18 44 44 18 21 40 44 43 40 44 21 44 44 44 21 22 44 44 0]xS 5243 3562 M (pairwise)[44 43 18 26 57 17 40 0]xS 3570 3638 M (distances in the low)[44 18 40 21 44 44 39 44 39 22 18 44 21 22 44 44 21 18 44 0]xS 4258 3638 M (-)S 4284 3638 M (D space.)[57 21 40 44 43 40 43 0]xS 3481 4203 M <95>S 3570 4203 M (MDS is equivalent to PCA \(if we normalize the data right\))[65 57 53 22 18 39 22 44 44 43 18 39 44 18 44 44 21 22 22 44 21 53 56 53 22 26 17 22 21 57 44 22 44 44 26 65 44 18 18 39 44 22 21 44 44 22 44 43 22 44 22 26 18 44 43 22 0]xS : 4223 3853 34 176 rc %%IncludeResource: font Symbol F /F1 0 /2 F /Symbol mF /F1S66YFFFFFF53 F1 [102.961 0 0 -172.211 0 0 ] mFS F1S66YFFFFFF53 Ji 4223 3992 M (\()S ; : 5169 3853 34 176 rc F1S66YFFFFFF53 Ji 5169 3992 M (\))S ; %%IncludeResource: font Times-Roman 7500 VM? /Times-Roman FontHasEuro not { /Euro.Times-Roman [500 0 24 -14 493 676 ] <A3F8880DC0EB03F854F743950C0C037DA501F7A0BB01F805BB01F91EA501F869F8911584 F73A0576068478827E7F8B087F8B70AC438B082A8BFB0D6471FB700863067C5B05BE068A 7E8B878B7D08750764067D5B05C206A0FB7BF71858E88B088F0AC0EB03F84BF789950C0C 037DA501F7A0BB01F805BB01F91EA501CA8BACAC998B08988B95809076088F0AC0EB03F8 54F743950C0C037DA501F7A0BB01F805BB01F91EA501A00692F73705750675FB09417667 8B083A8B43C182F75E08F7740699BB05FB84069C078B978C978B9708F7950699BB05FBA1 069AF755D5B3D18B08AB8BDD71A2FB0708090E> AddEuroGlyph /Euro /Times-Roman /Times-Roman-Copy BuildNewFont } if F /F2 0 /256 T /Times-Roman mF /F2S4E F2 [78.352 0 0 -78.352 0 0 ] mFS F2S4E Ji 5195 3931 M (2)S /F2S68 F2 [104.469 0 0 -104.469 0 0 ] mFS F2S68 Ji 5126 3992 M (||)[18 0]xS 4750 3992 M (||)[18 0]xS 4613 3992 M (||)[18 0]xS 4244 3992 M (||)[18 0]xS 111317 VM? Pscript_WinNT_Incr begin %%BeginResource: file Pscript_T42Hdr 5.0 0 /asc42 0.0 d/sF42{/asc42 ~ d Ji}bind d/bS42{0 asc42 -M}bind d/eS42{0 asc42 neg -M}b/Is2015?{version cvi 2015 ge}bind d/AllocGlyphStorage{Is2015?{!}{{string} forall}?}bind d/Type42DictBegin{25 dict `/FontName ~ d/Encoding ~ d 4 array astore cvx/FontBBox ~ d/PaintType 0 d/FontType 42 d/FontMatrix[1 0 0 1 0 0]d /CharStrings 256 dict `/.notdef 0 d & E d/sfnts}bind d/Type42DictEnd{& @ /FontName get ~ definefont ! E}bind d/RDS{string currentfile ~ readstring !} executeonly d/PrepFor2015{Is2015?{/GlyphDirectory 16 dict d sfnts 0 get @ 2 ^ (glyx)putinterval 2 ^(locx)putinterval ! !}{! !}?}bind d/AddT42Char{Is2015? {findfont/GlyphDirectory get ` d E ! !}{findfont/sfnts get 4 ^ get 3 ^ 2 ^ putinterval ! ! ! !}?}bind d/IDStrNull{1 add 2 mul @ string 0 1 3 ^ 1 sub{1 ^ ~ 0 put}for ~ !}bind d/IDStr{@ 1 add 2 mul string 0 1 3 ^{1 ^ ~ @ 2 mul ~ 3 copy 256 idiv put ~ 1 add ~ 256 mod put}for ~ !}bind d/IDStr2{~ @ 1 add 2 mul string 0 1 3 ^{1 ^ ~ @ 2 mul ~ 5 ^ add 3 copy 256 idiv put ~ 1 add ~ 256 mod put}for ~ ! ~ !}bind d/CIDT42Begin{25 dict `/CDevProc ~ d/CIDMap ~ d/CIDCount ~ d /CIDSystemInfo 3 dict @ ` 3 -1 $/Supplement ~ d 3 -1 $/Ordering ~ d 3 -1 $ /Registry ~ d E d/CIDFontName ~ d/Encoding ~ d 4 array astore cvx/FontBBox ~ d /CharStrings 2 dict @ `/.notdef 0 d E d/GDBytes 2 d/CIDFontType 2 d/FontType 42 d/PaintType 0 d/FontMatrix[1 0 0 1 0 0]d/Metrics2 16 dict d/sfnts}bind d /CIDT42End{CIDFontName & 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266062636820b003266165b07b236544b0412344b1007b455458b17b4065 44b24140414523614459b9004e0162b12a8e456523456023456560234560 b089766818b080622020b9002a01624565234520b003266062636820b003 266165b80162236544b02a234420b14e8e4565234520b003266062636820 b003266165b08e236544b04e2344b1008e455458b18e406544b24e404e45 2361445945695342014b5058b108004259435c58b108004259b3020b0a12 4358601b2159421610703eb0124358b93b21187e1bba040001a8000b2b59 b00c2342b00d2342b0124358b92d412d411bba04000400000b2b59b00e23 42b00f2342b0124358b9187e3b211bba01a80400000b2b59b0102342b011 2342002b752b2b2b2b2b2b2b2b2b2b2b2b2b2b2b2b737373737300184569 4418456944435c58b9ffc00280b2121f322b5900000000> [15961 14417 14187 ] AllocGlyphStorage ]def 108 44 PrepFor2015 AddFontInfoBegin AddFontInfo /OrigFontType /TrueType def /OrigFontName <53796D626F6C> def /OrigFontStyle () def /FSType 0 def AddFontInfoEnd [16#2c 16#85ae213a ] AddXUID Type42DictEnd 3 11066 166 <00010000ff34056105ed001500babc0007018e000b000b0192403a083707 01060400150714150e0302030402260e0d140e0e0d0c0d0d27030414030d 0e03040e0d0c0302050604020e010d03040b0c264006050103b8013e4011 200f0eaa0001147e1717171a154f074806b80158b304191617b8015cb321 2028182b2b4ef44dfdf4f44e456544e64ded002f3cfd3c1a19ed183f3c1a fd3c391139111239011112173987082e2b057d10c487042e182b087d10c4 00113939011112391112391810edec0010f5313005213501013521132326 2623210101213237363637170521fadf029dfd6304fe1b28107b6efd1c02 32fd8b03324653394b1928cc24033f033125feaf8a76fd51fcf71b136167 0700>/TTE16F6ED8t00 AddT42Char 1 0 0 <0002010000000500050000030007003b401e06076302010005046303000a 0605630303021a09070463010019082938182b4e10f43c4dfd3c4e10f63c 4d10fd3c003f3cfd3c3f3cfd3c3130211121112521112101000400fc2003 c0fc400500fb002004c0>/TTE16F6ED8t00 AddT42Char /TTE16F6ED8t00 findfont /CharStrings get begin /summation 166 def /.notdef 0 def end /TTE16F6ED8t00 findfont /Encoding get dup 1 /summation put pop F /F3 0 /0 F /TTE16F6ED8t00 mF /F3S9C F3 [156.703 0 0 -156.703 0 0 ] mFS F3S9C Ji 4098 4017 M <01>S /F1S68 F1 [104.469 0 0 -104.469 0 0 ] mFS F1S68 Ji 4923 3992 M (-)S 4675 3992 M (-)S 4413 3992 M (-)S 4 4018 3992 M (=)S %%IncludeResource: font Times-Italic 7500 VM? /Times-Italic FontHasEuro not { /Euro.Times-Italic [500 0 23 -7 578 676 ] <A2F8880DDBDB03F7F8A003F88D9D0384A701F79DBB01F802BB01F91CA7018F0ADBDB03F7 F8A003F88D9D0384A701F79DBB01F802BB01F89CF71301F8BFF93315770680758A89818B 08848B79947592088F0ADBDB03F7F8A003F88D9D0384A701F79DBB01F802BB01F91CA701 75916F926D8B08FB0E8B27FB0A5BFB24084606735B05D6068879857A8A79084A06745B05 DD068A7D8A7C8B7C08FB01B3FB0BF7101EA28BA4919E94089D94948F928B08928B8D858D 7508A006B0F72205780679674E3D438B08477BD1D11F8BB290B28FA508F76306A2BB05FB 71068D9D929C8F9D08F77E06A3BB05FB88069FDEC8F72BEC8B08D9B757461F84078F0ADB DB03F7F8A003F88D9D0384A701F79DBB01F802BB01F89CF713019D06090E> AddEuroGlyph /Euro /Times-Italic /Times-Italic-Copy BuildNewFont } if F /F4 0 /256 T /Times-Italic mF /F4S4E F4 [78.352 0 0 -78.352 0 0 ] mFS F4S4E Ji 4130 4110 M (ij)[22 0]xS 5073 4018 M (j)S 4871 4018 M (i)S 4560 4018 M (j)S 4361 4018 M (i)S /F4S68 F4 [104.469 0 0 -104.469 0 0 ] mFS F4S68 Ji 3 3796 3992 M (Cost)[69 52 40 0]xS %%IncludeResource: font Times-Bold 7500 VM? /Times-Bold FontHasEuro not { /Euro.Times-Bold [500 0 19 -13 492 688 ] <9EF8880DF84CA6037EA701F791C801F7FFC801F928A7018F0AC3F73203F852A6037EA701 F791C801F7FFC801F928A701F86DF89C15F73A0770068875877D778B08858B749A799308 7E916E946B8B08358BFB144773FB58086506774E05C1065A076706774E05C7069DFB27E1 FB0BF7188B088F0AC3F73203F84CA6037EA701F791C801F7FFC801F928A701B88BAA9F91 8E089C939892908B089F8B8F7D8E7508A606F7450772067A3F5240538B084F8B68EC89F7 2108F72F06A0C805FB4506BC07F75506A0C805FB690690F71CA9EFC88B088F0AF852A603 7EA701F791C801F7FFC801F928A701D58BB93A9C5008090E> AddEuroGlyph /Euro /Times-Bold /Times-Bold-Copy BuildNewFont } if F /F5 0 /256 T /Times-Bold mF /F5S68 F5 [104.469 0 0 -104.469 0 0 ] mFS F5S68 Ji 4998 3992 M (y)S 4812 3992 M (y)S 4488 3992 M (x)S 4306 3992 M (x)S 0.199 0.199 0.801 1 scol /F0S42 F0 [66 0 0 -66 0 0 ] mFS F0S42 Ji 4336 3750 M (high)[37 15 36 0]xS 4461 3750 M (-)S 4482 3750 M (D )[48 0]xS 4336 3829 M (distance)[37 15 33 17 37 37 32 0]xS 4838 3750 M (low)[15 37 0]xS 4937 3750 M (-)S 4959 3750 M (D )[48 0]xS 4838 3829 M (distance)[37 15 33 17 37 37 32 0]xS 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg 0.2031 0.2031 0.8007 SC NP 4424 3900 m 4436 3900 l 4436 3851 l 4459 3851 l 4459 3900 l 4471 3900 l 4447 3916 l CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4424 3900 m 4436 3900 l 4436 3851 l 4459 3851 l 4459 3900 l 4471 3900 l 4447 3916 l CP S GSE 0 GpPBeg 0.2031 0.2031 0.8007 SC NP 4926 3900 m 4938 3900 l 4938 3851 l 4961 3851 l 4961 3900 l 4973 3900 l 4949 3916 l CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4926 3900 m 4938 3900 l 4938 3851 l 4961 3851 l 4961 3900 l 4973 3900 l 4949 3916 l CP S G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol N 5730 2598 M 3378 2598 I 3378 4361 I 5730 4361 I C K LH (%%[Page: 1]%%) = % %%PageTrailer %%Page: 2 2 %%PageBoundingBox: 15 15 597 769 %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 0 0 m 6283 0 l 6283 4850 l 0 4850 l CP eoclip 1 1 1 SC NP 0 -1 m 6292 -1 l 6292 4858 l 0 4858 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol F0S6C Ji 6168 4801 M (2)S 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 547 484 m 2907 484 l 2907 2255 l 547 2255 l CP eoclip 1 1 0.8515 SC NP 547 484 m 2907 484 l 2907 2254 l 547 2254 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0.199 0.199 0.801 1 scol F0S5C Ji 663 1038 M <95>S 752 1038 M (M)S 0 0 0 1 scol 828 1038 M (ulti)[51 20 26 0]xS 945 1038 M (-)S 0.199 0.199 0.801 1 scol 976 1038 M (D)S 0 0 0 1 scol 1043 1038 M (imensional )[20 77 51 51 46 20 52 51 51 20 0]xS 0.199 0.199 0.801 1 scol 1508 1038 M (S)S 0 0 0 1 scol 1569 1038 M (caling can be made non)[46 51 21 20 52 52 26 46 51 50 26 51 51 26 77 51 51 51 26 51 51 0]xS 2547 1038 M (-)S 2578 1038 M (linear )[20 20 51 51 52 31 0]xS 752 1137 M (by putting more importance on the small distances. )[51 45 26 51 51 26 26 20 51 52 26 77 51 31 50 26 20 77 51 51 31 26 51 50 46 51 26 51 51 26 26 51 51 25 46 77 51 20 20 26 51 20 46 26 51 51 46 51 46 26 0]xS 752 1236 M (An extreme version is the )[61 51 26 51 45 26 31 51 77 51 26 45 51 31 46 20 51 51 26 20 46 26 26 51 51 0]xS 1815 1236 M (Sammon)[61 51 77 77 51 0]xS 2209 1236 M (mapping:)[77 51 51 51 20 51 52 0]xS 663 2085 M <95>S 752 2085 M (Non)[66 51 0]xS 920 2085 M (-)S 951 2085 M (linear MDS is also slow to optimize and also )[21 20 51 51 51 31 27 75 66 61 26 20 46 26 51 20 46 51 26 47 20 52 65 26 26 51 26 51 51 26 20 77 20 45 51 26 51 51 51 26 51 20 46 51 0]xS 752 2185 M (gets stuck in different local optima each time.)[52 51 26 45 26 45 26 51 45 47 26 20 51 26 51 19 26 27 50 31 51 51 26 26 20 51 45 51 20 26 51 51 26 20 77 51 26 51 51 46 51 26 26 20 77 51 0]xS 0 0 0.602 1 scol F0S69 Ji 860 687 M (Other non)[82 29 58 58 35 29 58 58 0]xS 1325 687 M (-)S 1360 687 M (linear methods of reducing )[23 23 58 59 58 35 29 87 58 29 59 58 58 53 29 58 29 29 35 58 58 58 53 23 58 58 0]xS 1395 813 M (dimensionality)[58 23 87 58 58 53 23 58 59 58 23 23 30 0]xS 0 0 0 1 scol 1 Lj 1 Lc 16 Lw N 1444 1690 M 2370 1690 I : 0.27 0.27 +S K ; /F2S4E F2 [78.199 0 0 -78.199 0 0 ] mFS F2S4E Ji 2427 1560 M (2)S /F2S68 F2 [104.266 0 0 -104.266 0 0 ] mFS F2S68 Ji 2070 1797 M (||)[18 0]xS 1701 1797 M (||)[18 0]xS 2327 1633 M (||)[18 0]xS 1951 1633 M (||)[18 0]xS 1814 1633 M (||)[18 0]xS 1444 1633 M (||)[18 0]xS 3 13420 184 <0001033aff5a039b07690003001d400a02420002011d0300ba05b8026bb1 d1182b10f63cfd3c002fed313005231133039b6161a6080f>/TTE16F6ED8t00 AddT42Char /TTE16F6ED8t00 findfont /CharStrings get begin /parenrightex 184 def end /TTE16F6ED8t00 findfont /Encoding get dup 2 /parenrightex put pop /F3S68 F3 [104.266 0 0 -104.266 0 0 ] mFS F3S68 Ji 2383 1774 M <02>S 2383 1693 M <02>S 3 13474 185 <0001006fff5a039b0769000f002a400c004209480800010f0e093508b802 22b70e1d01ba1121d1182b10f6fdf4ed103c103c002fe4ed313001111003 020207060727241336123511039b4b40e99d719317011aa684860769fdf1 feccfed8ff00fe7e84613d14c20105d10248f8022300>/TTE16F6ED8t00 AddT42Char /TTE16F6ED8t00 findfont /CharStrings get begin /parenrightbt 185 def end /TTE16F6ED8t00 findfont /Encoding get dup 3 /parenrightbt put pop 2383 1841 M <03>S 3 13312 183 <0001006fff5a039b0769000c0032400f37030107480842000102000c0735 08b80222b4021d0cba0eb8026ab13f182b10f6fdf4ed103c103c002ffde4 3130015d05231110022726273716001211039b62a8a891e917f10177ada6 0222013c0256e2c4a01565fe32fd6ffec300>/TTE16F6ED8t00 AddT42Char /TTE16F6ED8t00 findfont /CharStrings get begin /parenrighttp 183 def end /TTE16F6ED8t00 findfont /Encoding get dup 4 /parenrighttp put pop 2383 1626 M <04>S 3 11446 168 <00010053ff5a00b407690003001d400b02420000031d0102ba0421b9015e 00182b10f63cfd3c002fed313017231133b46161a6080f00>/TTE16F6ED8t00 AddT42Char /TTE16F6ED8t00 findfont /CharStrings get begin /parenleftex 168 def end /TTE16F6ED8t00 findfont /Encoding get dup 5 /parenleftex put pop 1390 1774 M <05>S 1390 1693 M <05>S 3 11500 169 <00010053ff5a037f0769000c002a400c00420748080102000c073508b802 22b7021d0cba0d218d182b10f6fdf4ed103c103c002fe4ed313013331110 1217161707260002115361a9a891e917f1fe89ad0769fdddfec4fdaae2c3 a1146501cd0292013c00>/TTE16F6ED8t00 AddT42Char /TTE16F6ED8t00 findfont /CharStrings get begin /parenleftbt 169 def end /TTE16F6ED8t00 findfont /Encoding get dup 6 /parenleftbt put pop 1390 1841 M <06>S 3 11338 167 <00010053ff5a037f0769000f002a400c09480842000f0e0001093508b802 22b70e1d01ba102133182b10f6fdf4ed103c103c002ffde4313017111013 361237363717040306021511534b40e99c729317fee6a68487a6020e0134 0129ff018284613e15c2fefbd1fdb8f8fdde>/TTE16F6ED8t00 AddT42Char /TTE16F6ED8t00 findfont /CharStrings get begin /parenlefttp 167 def end /TTE16F6ED8t00 findfont /Encoding get dup 7 /parenlefttp put pop 1390 1626 M <07>S /F1S68 F1 [104.266 0 0 -104.266 0 0 ] mFS F1S68 Ji 1870 1797 M (-)S 2123 1633 M (-)S 1876 1633 M (-)S 1613 1633 M (-)S 1139 1716 M (=)S /F3S9C F3 [156.398 0 0 -156.398 0 0 ] mFS F3S9C Ji 1219 1740 M <01>S /F4S4E F4 [78.199 0 0 -78.199 0 0 ] mFS F4S4E Ji 2017 1823 M (j)S 1818 1823 M (i)S 2274 1659 M (j)S 2071 1659 M (i)S 1761 1659 M (j)S 1562 1659 M (i)S 1285 1833 M (j)S 1238 1833 M (i)S /F4S68 F4 [104.266 0 0 -104.266 0 0 ] mFS F4S68 Ji 917 1716 M (Cost)[69 52 40 0]xS /F5S68 F5 [104.266 0 0 -104.266 0 0 ] mFS F5S68 Ji 1945 1797 M (x)S 1763 1797 M (x)S 2198 1633 M (y)S 2013 1633 M (y)S 1688 1633 M (x)S 1506 1633 M (x)S 0.199 0.199 0.801 1 scol F0S42 Ji 1528 1389 M (high)[37 15 36 0]xS 1653 1389 M (-)S 1674 1389 M (D )[48 0]xS 1528 1468 M (distance)[37 15 33 17 37 37 32 0]xS 2030 1389 M (low)[15 37 0]xS 2129 1389 M (-)S 2151 1389 M (D )[48 0]xS 2030 1468 M (distance)[37 15 33 17 37 37 32 0]xS 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg 0.2031 0.2031 0.8007 SC NP 1615 1530 m 1627 1530 l 1627 1481 l 1650 1481 l 1650 1530 l 1662 1530 l 1639 1546 CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 1615 1530 m 1627 1530 l 1627 1481 l 1650 1481 l 1650 1530 l 1662 1530 l 1639 1546 CP S GSE 0 GpPBeg 0.2031 0.2031 0.8007 SC NP 2117 1530 m 2129 1530 l 2129 1481 l 2152 1481 l 2152 1530 l 2164 1530 l 2141 1546 CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2117 1530 m 2129 1530 l 2129 1481 l 2152 1481 l 2152 1530 l 2164 1530 l 2141 1546 CP S G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol 0 Lj 8 Lw N 2903 488 M 551 488 I 551 2251 I 2903 2251 I C K 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 3374 484 m 5734 484 l 5734 2255 l 3374 2255 l CP eoclip 1 1 0.8515 SC NP 3374 484 m 5734 484 l 5734 2254 l 3374 2254 l CP AF GSE l l l l : N % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec 3374 484 M 5734 484 I 5734 2255 I 4554 2255 I 3374 2255 I C eoclip Pscript_WinNT_Incr begin %%BeginResource: file Pscript_Win_Dib_L2 5.0 0 /iw 0 d/ih 0 d/im_save 0 d/s 0 d/polarity 0 d/smoothflag 0 d/mystring 0 d/bpc 0 d/maskcolor 0 d/mask? F d/setup1asciiproc{[currentfile mystring/readhexstring cvx/! cvx]cvx bind}b/setup1binaryproc{[currentfile mystring/readstring cvx/! cvx]cvx bind}b/setup2asciiproc{currentfile/ASCII85Decode filter/RunLengthDecode filter}b/setup2binaryproc{currentfile/RunLengthDecode filter}b/jpegasciiproc {currentfile/ASCII85Decode filter<</Relax 1>>/DCTDecode filter}b/jpegbinaryproc {currentfile<</Relax 1>>/DCTDecode filter}b/mycolorspace{colspABC}d/myimagedict {/myimagedict 10 dict d myimagedict @ `/ImageType 1 d/MultipleDataSource F d E} b/imageprocarray[/setup1binaryproc/setup1asciiproc/setup2binaryproc /setup2asciiproc/setup1binarydecodeproc/setup1asciidecodeproc]d/jpegprocarray[ /jpegasciiproc/jpegbinaryproc]d/Q{/im_save save d scol imageprocarray ~ get/s ~ , d/polarity ~ d/smoothflag ~ d +/dx 2 ^ d/dy 1 ^ d +S/mystring ~ string d/bpc ~ d/ih ~ d/iw ~ d fx rf}b/X{/im_save save d/mask? ~ d/maskcolor ~ d imageprocarray ~ get/s ~ , d/polarity ~ d/smoothflag ~ d +/dx 2 ^ d/dy 1 ^ d +S /mystring ~ string d/bpc ~ d/ih ~ d/iw ~ d}b/Z{im_save restore}b/beginjpeg{ /jpeg_save save d jpegprocarray ~ get/jpegimageproc ~ , d + +S/bpc ~ d/ih ~ d /iw ~ d bpc 24 eq{/DeviceRGB}{/DeviceGray}? setcolorspace myimagedict @ ` /ImageType 1 d/Width iw d/Height ih d/Decode bpc 24 eq{[0 1 0 1 0 1]}{[0 1]}? d /ImageMatrix[iw 0 0 ih 0 0]d/BitsPerComponent 8 d/DataSource jpegimageproc d E image}b/endjpeg{jpeg_save restore}b/Y{scol myimagedict @ ` mask?{/polarity maskcolor 0 get 0 eq{T}{F}? d}if/Width iw d/Height ih d/Decode polarity{[1 0]}{ [0 1]}? d/ImageMatrix[iw 0 0 ih 0 0]d/DataSource s d/BitsPerComponent 1 d /Interpolate smoothflag d E imagemask}bd/doclutimage{/rgbclut ~ d bpc @ 8 eq{! 255}{@ 4 eq{! 15}{2 eq{3}{1}?}?}?/hival ~ d[/Indexed currentcolorspace hival rgbclut]setcolorspace myimagedict @ ` mask?{/ImageType 4 d/MaskColor maskcolor d}if/Width iw d/Height ih d/Decode[0 hival]d/ImageMatrix[iw 0 0 ih 0 0]d /DataSource s d/BitsPerComponent bpc d/Interpolate smoothflag d E image}b /doCMYKclutimage{/CMYKclut ~ d bpc @ 8 eq{! 255}{4 eq{15}{3}?}?/hival ~ d[ /Indexed/DeviceCMYK hival CMYKclut]setcolorspace myimagedict @ ` mask?{ /ImageType 4 d/MaskColor maskcolor d}if/Width iw d/Height ih d/Decode[0 hival]d /ImageMatrix[iw 0 0 ih 0 0]d/DataSource s d/BitsPerComponent bpc d/Interpolate smoothflag d E image}b/doNimage{bpc 24 eq{currentcolorspace}{colspA}? setcolorspace myimagedict @ ` mask?{/ImageType 4 d/MaskColor maskcolor d}if /Width iw d/Height ih d/Decode bpc 24 eq{[0 1 0 1 0 1]}{[0 1]}? d/ImageMatrix [iw 0 0 ih 0 0]d/DataSource s d/BitsPerComponent bpc 24 eq{8}{bpc}? d /Interpolate smoothflag d E image}b/doCMYKimage{/DeviceCMYK setcolorspace myimagedict @ ` mask?{/ImageType 4 d/MaskColor maskcolor d}if/Width iw d/Height ih d/Decode[0 1 0 1 0 1 0 1]d/ImageMatrix[iw 0 0 ih 0 0]d/DataSource s d /BitsPerComponent 8 d/Interpolate smoothflag d E image}b %%EndResource end reinitialize /DeviceRGB dup setcolorspace /colspABC exch def : 912 1466 24 1085 1744 3485 481 0 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!C\A^=o]tFM?#'#'XRj;72,`!72,cl-'c`Oj3;,^Zr=EtTTkN=`]'S3%g*sDHLQ!d[h]d+P`6^OiLj!)ApIt?CW`5(T8Hh5,43^.&uER\F(&.77`#f.%gX!.%gX!.%gX!.%gX!.%gX!.%gX!.%gX! .%gX!.1H7k[%=XKTE:7e)H5@N>$r&"\(6deV!L:P+cDr!;<p_u64e5Q1#UEl"X3ju_O(i%9a$Qb ^[fkCVY3ff"$fT`oA5i/rr<CArR^norrC5<p^Js6LZM,tA%#0C:$j%Pd`KA@e5PW7npJdY%3T*_ Iccal!3JKRdLMC9!gAmsHIK4t`qiYOriT&kWW)thdCthFJ[2PQ;bc0?8WKJ;U`XV1XWPA,esHq" I+/)^,/;;;\YN[2f)G_nQoS84[-Rpuq2.Q.dY<8.Yip8[D>p8*XXX8M>i4trO8scr*"u%%2jYk@ ]hLh:6hR=kgme9-WskPq`/HL'[[A,2X?>Z+Ta1$nrQ9jN`'7EWTSXS!0h>(^2*'bB8&>0CY5\KB ?h`cRM4aahG!dQY1+i=bRZ4,]F*ula9a?S`XYmYH?h`iKrk;c2m_W*;;6lXR**[`18H/\Uhu1]W $,sY9m@XhKT-d<_Nh7SaP"pLYX3^dB:\Vh!r5gnpPjAGX5"eiIW#`3_-;XQHVm#s/:SFfOrC!:H eY":TnLXLXq'me'@P#i#%7l!#c2QY"Q\MjEBE==-nmj-IH;c23f/F[ZpN0(.!$9R<f0MuNrr=,W ?hMWC#\(8$K/ql>7>\Ei5NSg+:/AQ;oVhcijj=#-f1KO#B.Z!Wk]R<8pYO+KltU_D!0<&!pB<lI rL_Ha@1a*_aiA<UV'K+3gYL^#?)<WqhN\$?a0YdGf259jr?gk0\VacX=S_Z\n[.qgP.19=J=lXO <b).0O,Hg.9iI8T4XC%-Y+O:6#"W!WMk5^b'`tfbc]%@.7fNILMm)j[nu,XYfmYb$P['>h2`le` .G#%5h9[88aDjn?rC#Q9g7<<b!$?Dlou<qGF8sn~> endjpeg ; ; /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol F0S4F Ji 4699 705 M (Linear methods cannot )[44 18 44 44 44 26 22 65 44 22 44 44 43 40 21 40 44 43 44 44 22 0]xS 4699 799 M (interpolate properly )[18 44 22 44 26 44 44 17 44 22 44 21 44 26 44 44 44 26 18 39 0]xS 4699 893 M (between the leftmost and )[44 44 22 57 44 44 44 21 22 44 44 21 18 43 23 22 65 43 40 22 22 43 44 44 0]xS 4699 987 M (rightmost images in each )[26 18 44 44 22 65 44 40 21 22 18 65 44 44 43 40 22 18 43 22 44 43 40 44 0]xS 4699 1082 M (row.)[26 44 57 0]xS 4699 1223 M (This is because the )[48 44 18 39 22 17 40 22 44 43 40 44 43 40 44 21 22 44 44 0]xS 4699 1317 M (interpolated images are )[18 44 22 44 26 44 44 17 44 22 44 43 22 18 65 44 44 44 39 22 44 26 44 0]xS 4699 1412 M (NOT averages of the )[57 61 48 22 44 39 44 26 44 44 44 39 22 43 23 21 22 44 44 0]xS 4699 1506 M (images at the two ends.)[18 65 44 44 44 40 22 43 22 22 22 43 44 22 22 57 43 22 44 44 43 40 0]xS 4699 1647 M (The method shown here )[48 44 44 22 65 44 22 44 44 44 21 40 44 44 56 44 22 44 44 26 44 0]xS 4699 1742 M (does not interpolate )[44 44 44 40 21 44 44 22 21 18 44 22 44 26 44 43 18 44 22 43 0]xS 4699 1836 M (properly either because it )[44 26 44 44 44 26 18 39 22 44 18 21 44 44 26 22 44 43 40 44 43 40 44 21 18 22 0]xS 4699 1930 M (can only use examples )[40 44 44 22 43 44 18 39 22 43 40 44 22 43 40 44 65 44 18 43 40 0]xS 4699 2024 M (from the training set. It )[23 26 44 65 22 22 43 44 22 22 26 44 17 44 18 44 43 22 40 43 22 22 21 22 22 0]xS 4699 2119 M (cannot create new images.)[40 44 44 44 43 22 21 40 26 44 44 22 44 21 44 44 57 22 18 65 44 44 43 40 0]xS N 5730 488 M 3378 488 I 3378 2251 I 5730 2251 I C K 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 547 2594 m 2907 2594 l 2907 4365 l 547 4365 l CP eoclip 1 1 0.8515 SC NP 547 2594 m 2907 2594 l 2907 4364 l 547 4364 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0.602 1 scol F0S69 Ji 796 2851 M (IsoMap)[29 53 58 87 58 0]xS 1139 2851 M (: Local MDS without local optima)[29 29 58 58 53 58 23 29 87 76 70 30 76 23 29 58 58 58 29 30 23 58 53 58 23 29 58 58 30 23 87 0]xS 0 0 0 1 scol F0S5C Ji 599 3060 M <95>S 688 3060 M (Instead of only modeling local )[26 51 46 26 51 51 51 26 50 26 26 51 51 20 45 26 77 51 51 51 20 21 51 52 25 20 51 46 51 20 0]xS 688 3160 M (distances, we can try to )[51 20 46 26 51 51 46 51 46 26 26 65 51 26 46 51 51 26 26 31 45 26 26 50 0]xS 688 3259 M (measure the distances along )[77 51 51 46 51 31 51 26 26 51 51 26 51 20 46 26 51 51 46 51 46 26 51 19 51 51 52 0]xS 688 3358 M (the manifold and then model )[26 51 51 26 77 51 51 19 27 51 20 51 26 51 51 51 26 26 51 51 51 26 76 51 51 51 20 0]xS 688 3457 M (these intrinsic distances.)[26 51 51 46 51 26 20 51 26 31 20 51 46 20 46 26 51 20 46 26 51 51 46 51 46 0]xS 0 0.602 0 1 scol 717 3578 M <96>S 791 3578 M (The main problem is to find a )[57 51 51 26 77 51 20 51 26 51 31 51 51 20 51 77 26 20 46 25 26 51 25 27 19 51 51 26 51 0]xS 791 3678 M (robust way of measuring )[31 51 51 51 46 26 26 65 52 45 26 51 26 26 77 51 51 46 51 31 20 51 51 0]xS 791 3777 M (distances along the manifold. )[51 20 46 26 51 51 46 51 46 26 51 20 51 51 52 26 26 51 51 25 77 51 51 20 27 51 20 51 25 0]xS 717 3898 M <96>S 791 3898 M (If we can measure manifold )[25 26 26 65 51 26 46 51 51 26 77 51 51 46 51 31 51 26 77 51 51 19 26 51 20 51 0]xS 791 3997 M (distances, the global )[51 20 46 26 51 51 46 51 46 26 26 26 51 50 26 52 20 51 51 51 20 0]xS 791 4097 M (optimisation)[51 51 26 20 77 20 46 51 26 20 51 0]xS 1307 4097 M (is easy: It\222s just )[20 46 26 51 51 46 45 26 26 26 26 20 46 25 20 51 46 26 0]xS 791 4196 M (global MDS \(i.e. PCA\))[52 20 51 51 51 20 27 75 66 61 26 31 20 26 51 26 26 61 66 61 0]xS 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg 1 1 0.9687 SC NP 2080 3395 m 2795 3395 l 2795 3962 l 2080 3962 l CP AF GSE 1 0 8 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2080 3395 m 2080 3963 l 2796 3963 l 2796 3395 l CP S GSE 0 GpPBeg 0.2031 0.2031 0.8007 SC NP 2429 3842 m 2421 3842 2415 3848 2415 3856 c 2415 3864 2421 3870 2429 3870 c 2436 3870 2443 3864 2443 3856 c 2443 3848 2436 3842 2429 3842 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.2031 0.2031 0.8007 SC NP 2429 3842 m 2421 3842 2415 3848 3870 2443 3864 2443 3856 c 2443 S GSE 0 GpPBeg 0.2031 0.2031 0.8007 SC NP 2540 3814 m 2533 3814 2526 3821 3842 2554 3836 2554 3828 c 2554 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.2031 0.2031 0.8007 SC NP 2540 3814 m 2533 3814 2526 3821 3842 2554 3836 2554 3828 c 2554 S GSE 0 GpPBeg 0.0039 0.6015 0.0039 SC NP 2298 3786 m 2291 3786 2284 3793 3814 2312 3808 2312 3800 c 2312 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.6015 0.0039 SC NP 2298 3786 m 2291 3786 2284 3793 3814 2312 3808 2312 3800 c 2312 S GSE 0 GpPBeg 1 0.0039 0.0039 SC NP 2549 3619 m 2542 3619 2535 3625 3647 2563 3640 2563 3633 c 2563 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 1 0.0039 0.0039 SC NP 2549 3619 m 2542 3619 2535 3625 3647 2563 3640 2563 3633 c 2563 S GSE 0 GpPBeg 1 0.0039 0.0039 SC NP 2419 3619 m 2412 3619 2405 3625 3647 2433 3640 2433 3633 c 2433 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 1 0.0039 0.0039 SC 2415 3856 c 2415 3864 2421 3870 2429 3870 c 2436 3848 2436 3842 2429 3842 c CP 2526 3828 c 2526 3836 2533 3842 2540 3842 c 2548 3821 2548 3814 2540 3814 c CP 2526 3828 c 2526 3836 2533 3842 2540 3842 c 2548 3821 2548 3814 2540 3814 c CP 2284 3800 c 2284 3808 2291 3814 2298 3814 c 2306 3793 2306 3786 2298 3786 c CP 2284 3800 c 2284 3808 2291 3814 2298 3814 c 2306 3793 2306 3786 2298 3786 c CP 2535 3633 c 2535 3640 2542 3647 2549 3647 c 2557 3625 2557 3619 2549 3619 c CP 2535 3633 c 2535 3640 2542 3647 2549 3647 c 2557 3625 2557 3619 2549 3619 c CP 2405 3633 c 2405 3640 2412 3647 2419 3647 c 2427 3625 2427 3619 2419 3619 c CP NP 2419 3619 m 2412 3619 2405 3625 3647 2433 3640 2433 3633 c 2433 S GSE 0 GpPBeg 0.0039 0.6015 0.0039 SC NP 2289 3675 m 2282 3675 2275 3681 3703 2303 3697 2303 3689 c 2303 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.6015 0.0039 SC NP 2289 3675 m 2282 3675 2275 3681 3703 2303 3697 2303 3689 c 2303 S G GSE % %%EndDocument 2405 3633 c 2405 3640 2412 3647 2419 3647 c 2427 3625 2427 3619 2419 3619 c CP 2275 3689 c 2275 3697 2282 3703 2289 3703 c 2297 3681 2297 3675 2289 3675 c CP 2275 3689 c 2275 3697 2282 3703 2289 3703 c 2297 3681 2297 3675 2289 3675 c CP Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol F0S4F Ji 2104 3502 M (2)S 2148 3502 M (-)S 2174 3502 M (D)S 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg 1 1 0.9687 SC NP 2089 4046 m 2842 4046 l 2842 4204 l 2089 4204 l CP AF GSE 1 0 8 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2090 4047 m 2090 4205 l 2843 4205 l 2843 4047 l CP S GSE 0 GpPBeg 0.2031 0.2031 0.8007 SC NP 2299 4112 m 2291 4112 2285 4118 2285 4126 c 2285 4134 2291 4140 2299 4140 c 2307 4140 2313 4134 2313 4126 c 2313 4118 2307 4112 2299 4112 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.2031 0.2031 0.8007 SC NP 2299 4112 m 2291 4112 2285 4118 4140 2313 4134 2313 4126 c 2313 S GSE 0 GpPBeg 0.2031 0.2031 0.8007 SC NP 2364 4112 m 2356 4112 2350 4118 4140 2378 4134 2378 4126 c 2378 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.2031 0.2031 0.8007 SC NP 2364 4112 m 2356 4112 2350 4118 4140 2378 4134 2378 4126 c 2378 S GSE 0 GpPBeg 0.0039 0.6015 0.0039 SC NP 2466 4112 m 2458 4112 2452 4118 4140 2480 4134 2480 4126 c 2480 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.6015 0.0039 SC NP 2466 4112 m 2458 4112 2452 4118 4140 2480 4134 2480 4126 c 2480 S GSE 0 GpPBeg 1 0.0039 0.0039 SC NP 2754 4112 m 2746 4112 2740 4118 4140 2768 4134 2768 4126 c 2768 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 1 0.0039 0.0039 SC NP 2754 4112 m 2746 4112 2740 4118 4140 2768 4134 2768 4126 c 2768 S GSE 0 GpPBeg 1 0.0039 0.0039 SC NP 2671 4112 m 2663 4112 2657 4118 4140 2684 4134 2684 4126 c 2684 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 1 0.0039 0.0039 SC NP 2671 4112 m 2663 4112 2657 4118 2285 4126 c 2285 4134 2291 4140 2299 4140 c 2307 4118 2307 4112 2299 4112 c CP 2350 4126 c 2350 4134 2356 4140 2364 4140 c 2372 4118 2372 4112 2364 4112 c CP 2350 4126 c 2350 4134 2356 4140 2364 4140 c 2372 4118 2372 4112 2364 4112 c CP 2452 4126 c 2452 4134 2458 4140 2466 4140 c 2474 4118 2474 4112 2466 4112 c CP 2452 4126 c 2452 4134 2458 4140 2466 4140 c 2474 4118 2474 4112 2466 4112 c CP 2740 4126 c 2740 4134 2746 4140 2754 4140 c 2762 4118 2762 4112 2754 4112 c CP 2740 4126 c 2740 4134 2746 4140 2754 4140 c 2762 4118 2762 4112 2754 4112 c CP 2657 4126 c 2657 4134 2663 4140 2671 4140 c 2678 4118 2678 4112 2671 4112 c CP 2657 4126 c 2657 4134 2663 4140 2671 4140 c 2678 4140 2684 4134 2684 4126 c 2684 S GSE 0 GpPBeg 0.0039 0.6015 0.0039 SC NP 2568 4112 m 2560 4112 2554 4118 4140 2582 4134 2582 4126 c 2582 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.6015 0.0039 SC NP 2568 4112 m 2560 4112 2554 4118 4140 2582 4134 2582 4126 c 2582 S G GSE % %%EndDocument 4118 2678 4112 2671 4112 c CP 2554 4126 c 2554 4134 2560 4140 2568 4140 c 2576 4118 2576 4112 2568 4112 c CP 2554 4126 c 2554 4134 2560 4140 2568 4140 c 2576 4118 2576 4112 2568 4112 c CP Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol 2104 4147 M (1)S 2148 4147 M (-)S 2174 4147 M (D)S F0S42 Ji 2095 3127 M (If we measure distances )[18 19 18 47 37 18 54 37 36 33 36 22 37 17 37 15 33 17 37 37 32 37 33 0]xS 2095 3206 M (along the manifold, )[37 15 36 37 37 18 17 37 37 17 55 36 37 14 18 37 15 37 18 0]xS 2095 3285 M (d\()[37 0]xS 1 0 0 1 scol 2154 3285 M (1)S 0 0 0 1 scol 2191 3285 M (,)S 0.199 0.199 0.801 1 scol 2208 3285 M (6)S 0 0 0 1 scol 2245 3285 M (\) > d\()[22 17 39 17 37 0]xS 1 0 0 1 scol 2399 3285 M (1)S 0 0 0 1 scol 2436 3285 M (,)S 0 0.602 0 1 scol 2453 3285 M (4)S 0 0 0 1 scol 2490 3285 M (\))S 1 0 0 1 scol 2550 3601 M (1)S 0 0.602 0 1 scol 2234 3852 M (4)S 0.199 0.199 0.801 1 scol 2560 3899 M (6)S 0 0 0 1 scol N 2903 2598 M 551 2598 I 551 4361 I 2903 4361 I C K 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 3374 2594 m 5734 2594 l 5734 4365 l 3374 4365 l CP eoclip 1 1 0.8515 SC NP 3374 2594 m 5734 2594 l 5734 4364 l 3374 4364 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0.602 1 scol F0S69 Ji 3590 2851 M (How )[76 58 75 0]xS 3828 2851 M (Isomap)[29 53 58 87 58 0]xS 4201 2851 M (measures intrinsic distances)[87 58 58 53 58 35 59 53 29 23 58 29 35 23 58 53 23 53 29 58 23 53 29 58 58 53 58 0]xS 0 0 0 1 scol F0S4F Ji 3516 3088 M <95>S 3605 3088 M (Connect each )[57 44 44 44 44 39 22 22 44 43 40 44 0]xS 4113 3088 M (datapoint)[44 44 22 44 44 43 18 44 0]xS 3605 3173 M (to its K nearest neighbors )[22 44 22 18 21 40 21 53 22 43 44 44 26 44 39 22 22 44 43 18 44 44 44 44 25 40 0]xS 3605 3258 M (in the high)[18 44 22 22 44 43 22 44 18 43 0]xS 3969 3258 M (-)S 3995 3258 M (dimensional )[44 18 65 44 44 39 18 44 44 43 18 0]xS 3605 3342 M (space.)[40 44 43 40 44 0]xS 3516 3446 M <95>S 3605 3446 M (Put the true Euclidean )[53 44 22 21 22 44 44 22 22 26 43 44 22 52 44 39 18 18 44 44 43 44 0]xS 3605 3531 M (distance on each of these )[44 18 40 21 44 44 39 44 22 44 43 22 44 43 40 44 22 43 22 22 22 44 43 40 44 0]xS 3605 3616 M (links. )[18 18 43 40 39 22 0]xS 3516 3720 M <95>S 3605 3720 M (Then approximate the )[48 44 44 44 22 44 44 44 26 43 40 18 65 44 22 43 22 22 44 43 0]xS 3605 3804 M (manifold distance )[65 44 44 18 22 44 18 44 21 44 17 40 22 44 43 40 44 0]xS 3605 3889 M (between any pair of )[44 44 22 57 44 44 44 21 44 44 39 22 44 44 18 26 21 43 23 0]xS 3605 3974 M (points as the shortest )[44 44 18 44 21 40 22 43 40 22 21 44 44 21 40 44 44 26 22 43 40 21 0]xS 3605 4059 M (path in this graph. )[44 44 22 44 22 17 44 22 22 43 18 39 22 44 26 44 44 44 21 0]xS 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 4791 3488 m 4783 3488 4777 3495 4777 3503 c 4777 3510 4783 3517 4791 3517 c 4799 3517 4805 3510 4805 3503 c 4805 3495 4799 3488 4791 3488 c CP AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4791 3488 m 4783 3488 4777 3495 3517 4805 3510 4805 3503 c 4805 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 4866 3786 m 4858 3786 4852 3792 3814 4880 3808 4880 3800 c 4880 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4866 3786 m 4858 3786 4852 3792 3814 4880 3808 4880 3800 c 4880 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 4884 3452 m 4876 3452 4870 3458 3480 4898 3473 4898 3466 c 4898 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4884 3452 m 4876 3452 4870 3458 3480 4898 3473 4898 3466 c 4898 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 4875 3638 m 4867 3638 4861 3644 3666 4889 3660 4889 3652 c 4889 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4875 3638 m 4867 3638 4861 3644 3666 4889 3660 4889 3652 c 4889 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 4950 3711 m 4942 3711 4936 3718 3740 4964 3733 4964 3726 c 4964 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC 4777 3503 c 4777 3510 4783 3517 4791 3517 c 4799 3495 4799 3488 4791 3488 c CP 4852 3800 c 4852 3808 4858 3814 4866 3814 c 4873 3792 4873 3786 4866 3786 c CP 4852 3800 c 4852 3808 4858 3814 4866 3814 c 4873 3792 4873 3786 4866 3786 c CP 4870 3466 c 4870 3473 4876 3480 4884 3480 c 4891 3458 4891 3452 4884 3452 c CP 4870 3466 c 4870 3473 4876 3480 4884 3480 c 4891 3458 4891 3452 4884 3452 c CP 4861 3652 c 4861 3660 4867 3666 4875 3666 c 4882 3644 4882 3638 4875 3638 c CP 4861 3652 c 4861 3660 4867 3666 4875 3666 c 4882 3644 4882 3638 4875 3638 c CP 4936 3726 c 4936 3733 4942 3740 4950 3740 c 4957 3718 4957 3711 4950 3711 c CP NP 4950 3711 m 4942 3711 4936 3718 3740 4964 3733 4964 3726 c 4964 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 4968 3610 m 4960 3610 4954 3616 3638 4982 3632 4982 3624 c 4982 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4968 3610 m 4960 3610 4954 3616 3638 4982 3632 4982 3624 c 4982 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 4837 3860 m 4830 3860 4823 3867 3888 4851 3882 4851 3874 c 4851 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4837 3860 m 4830 3860 4823 3867 3888 4851 3882 4851 3874 c 4851 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 4912 3934 m 4904 3934 4898 3941 3963 4926 3956 4926 3949 c 4926 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4912 3934 m 4904 3934 4898 3941 3963 4926 3956 4926 3949 c 4926 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 4930 3498 m 4922 3498 4916 3504 3526 4944 3520 4944 3512 c 4944 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4930 3498 m 4922 3498 4916 3504 3526 4944 3520 4944 3512 c 4944 4936 3726 c 4936 3733 4942 3740 4950 3740 c 4957 3718 4957 3711 4950 3711 c CP 4954 3624 c 4954 3632 4960 3638 4968 3638 c 4975 3616 4975 3610 4968 3610 c CP 4954 3624 c 4954 3632 4960 3638 4968 3638 c 4975 3616 4975 3610 4968 3610 c CP 4823 3874 c 4823 3882 4830 3888 4837 3888 c 4845 3867 4845 3860 4837 3860 c CP 4823 3874 c 4823 3882 4830 3888 4837 3888 c 4845 3867 4845 3860 4837 3860 c CP 4898 3949 c 4898 3956 4904 3963 4912 3963 c 4920 3941 4920 3934 4912 3934 c CP 4898 3949 c 4898 3956 4904 3963 4912 3963 c 4920 3941 4920 3934 4912 3934 c CP 4916 3512 c 4916 3520 4922 3526 4930 3526 c 4938 3504 4938 3498 4930 3498 c CP 4916 3512 c 4916 3520 4922 3526 4930 3526 c 4938 3504 4938 3498 4930 3498 c CP S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 4977 3331 m 4970 3331 4964 3337 3359 4991 3353 4991 3345 c 4991 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4977 3331 m 4970 3331 4964 3337 3359 4991 3353 4991 3345 c 4991 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 5052 3423 m 5044 3423 5038 3430 3452 5066 3445 5066 3437 c 5066 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5052 3423 m 5044 3423 5038 3430 3452 5066 3445 5066 3437 c 5066 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 5089 3294 m 5081 3294 5075 3300 3322 5102 3316 5102 3308 c 5102 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5089 3294 m 5081 3294 5075 3300 3322 5102 3316 5102 3308 c 5102 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 5071 3916 m 5063 3916 5057 3922 3944 5084 3938 5084 3930 c 5084 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5071 3916 m 5063 3916 5057 3922 3944 5084 3938 5084 3930 c 5084 S GSE 0 GpPBeg 4964 3345 c 4964 3353 4970 3359 4977 3359 c 4985 3337 4985 3331 4977 3331 c CP 4964 3345 c 4964 3353 4970 3359 4977 3359 c 4985 3337 4985 3331 4977 3331 c CP 5038 3437 c 5038 3445 5044 3452 5052 3452 c 5060 3430 5060 3423 5052 3423 c CP 5038 3437 c 5038 3445 5044 3452 5052 3452 c 5060 3430 5060 3423 5052 3423 c CP 5075 3308 c 5075 3316 5081 3322 5089 3322 c 5096 3300 5096 3294 5089 3294 c CP 5075 3308 c 5075 3316 5081 3322 5089 3322 c 5096 3300 5096 3294 5089 3294 c CP 5057 3930 c 5057 3938 5063 3944 5071 3944 c 5078 3922 5078 3916 5071 3916 c CP 5057 3930 c 5057 3938 5063 3944 5071 3944 c 5078 3922 5078 3916 5071 3916 c CP 0.0039 0.0039 0.0039 SC NP 5182 3990 m 5174 3990 5168 3996 4018 5196 4012 5196 4004 c 5196 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5182 3990 m 5174 3990 5168 3996 4018 5196 4012 5196 4004 c 5196 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 5163 3879 m 5155 3879 5149 3885 3907 5177 3901 5177 3893 c 5177 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5163 3879 m 5155 3879 5149 3885 3907 5177 3901 5177 3893 c 5177 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 5275 3777 m 5267 3777 5261 3783 3805 5289 3799 5289 3791 c 5289 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5275 3777 m 5267 3777 5261 3783 3805 5289 3799 5289 3791 c 5289 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 5377 3851 m 5369 3851 5363 3857 3879 5391 3873 5391 3865 c 5391 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5377 3851 m 5369 3851 5363 3857 3879 5391 3873 5391 3865 c 5391 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 5395 3740 m 5387 3740 5381 3746 5168 4004 c 5168 4012 5174 4018 5182 4018 c 5189 3996 5189 3990 5182 3990 c CP 5168 4004 c 5168 4012 5174 4018 5182 4018 c 5189 3996 5189 3990 5182 3990 c CP 5149 3893 c 5149 3901 5155 3907 5163 3907 c 5171 3885 5171 3879 5163 3879 c CP 5149 3893 c 5149 3901 5155 3907 5163 3907 c 5171 3885 5171 3879 5163 3879 c CP 5261 3791 c 5261 3799 5267 3805 5275 3805 c 5282 3783 5282 3777 5275 3777 c CP 5261 3791 c 5261 3799 5267 3805 5275 3805 c 5282 3783 5282 3777 5275 3777 c CP 5363 3865 c 5363 3873 5369 3879 5377 3879 c 5385 3857 5385 3851 5377 3851 c CP 5363 3865 c 5363 3873 5369 3879 5377 3879 c 5385 3857 5385 3851 5377 3851 c CP 5381 3754 c 5381 3762 5387 3768 5395 3768 c 5403 3768 5409 3762 5409 3754 c 5409 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5395 3740 m 5387 3740 5381 3746 3768 5409 3762 5409 3754 c 5409 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 5163 3367 m 5155 3367 5149 3374 3396 5177 3389 5177 3382 c 5177 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5163 3367 m 5155 3367 5149 3374 3396 5177 3389 5177 3382 c 5177 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 5238 3442 m 5230 3442 5224 3448 3470 5252 3464 5252 3456 c 5252 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5238 3442 m 5230 3442 5224 3448 3470 5252 3464 5252 3456 c 5252 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 5256 3331 m 5248 3331 5242 3337 3359 5270 3353 5270 3345 c 5270 AF GSE 1 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5256 3331 m 5248 3331 5242 3337 3359 5270 3353 5270 3345 c 5270 S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5239 3345 m 5180 3382 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC 3746 5403 3740 5395 3740 c CP 5381 3754 c 5381 3762 5387 3768 5395 3768 c 5403 3746 5403 3740 5395 3740 c CP 5149 3382 c 5149 3389 5155 3396 5163 3396 c 5171 3374 5171 3367 5163 3367 c CP 5149 3382 c 5149 3389 5155 3396 5163 3396 c 5171 3374 5171 3367 5163 3367 c CP 5224 3456 c 5224 3464 5230 3470 5238 3470 c 5245 3448 5245 3442 5238 3442 c CP 5224 3456 c 5224 3464 5230 3470 5238 3470 c 5245 3448 5245 3442 5238 3442 c CP 5242 3345 c 5242 3353 5248 3359 5256 3359 c 5263 3337 5263 3331 5256 3331 c CP 5242 3345 c 5242 3353 5248 3359 5256 3359 c 5263 3337 5263 3331 5256 3331 c CP NP 5228 3443 m 5173 3394 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5093 3312 m 5158 3377 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5093 3312 m 5056 3442 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5084 3303 m 4982 3349 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5065 3433 m 5047 3433 l S GSE 0 1 10 7.3773 [] 0 1 GpPBeg 1 0.0039 0.0039 SC NP 4982 3340 m 5056 3433 l S GSE 0 1 10 7.3773 [] 0 1 GpPBeg 1 0.0039 0.0039 SC NP 4973 3349 m 4889 3452 l S GSE 0 1 10 7.3773 [] 0 1 GpPBeg 1 0.0039 0.0039 SC NP 4889 3470 m 4935 3535 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4880 3470 m 4787 3489 l S GSE 0 1 10 7.3773 [] 0 1 GpPBeg 1 0.0039 0.0039 SC NP 4963 3610 m 4935 3535 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4963 3619 m 4880 3647 l S GSE 0 1 10 7.3773 [] 0 1 GpPBeg 1 0.0039 0.0039 SC NP 4954 3702 m 4973 3628 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4880 3656 m 4945 3721 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4945 3730 m 4870 3805 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4861 3814 m 4842 3870 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4842 3870 m 4907 3944 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4926 3944 m 5065 3926 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5075 3935 m 5186 3991 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5168 3898 m 5177 3972 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5158 3888 m 5075 3926 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5270 3795 m 5168 3888 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5270 3795 m 5372 3861 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5391 3758 m 5381 3842 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5372 3758 m 5261 3795 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5381 3768 m 5177 3888 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5261 3349 m 5233 3452 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5251 3340 m 5093 3303 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5233 3461 m 5047 3433 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4880 3656 m 4861 3777 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4796 3535 m 4870 3647 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5363 3879 m 5177 3898 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 5177 4018 m 4907 3963 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4861 3805 m 4917 3935 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4852 3879 m 4945 3749 l S GSE 0 1 10 4.9182 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 4926 3507 m 4796 3507 l S G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol F0S42 Ji 5052 3518 M (A)S 4987 3760 M (B)S N 5730 2598 M 3378 2598 I 3378 4361 I 5730 4361 I C K LH (%%[Page: 2]%%) = % %%PageTrailer %%Page: 3 3 %%PageBoundingBox: 15 15 597 769 %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 0 0 m 6283 0 l 6283 4850 l 0 4850 l CP eoclip 1 1 1 SC NP 0 -1 m 6292 -1 l 6292 4858 l 0 4858 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol F0S6C Ji 6168 4801 M (3)S 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 547 484 m 2907 484 l 2907 2255 l 547 2255 l CP eoclip 1 1 0.8515 SC NP 547 484 m 2907 484 l 2907 2254 l 547 2254 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0.602 1 scol F0S69 Ji 860 678 M (Using )[76 53 23 58 58 0]xS 1157 678 M (Isomap)[29 53 58 87 58 0]xS 1529 678 M (to discover the intrinsic )[29 58 29 58 23 53 53 58 53 58 35 29 29 58 58 29 23 58 29 35 23 58 53 23 53 0]xS 991 804 M (manifold in a set of face images)[87 58 58 23 29 59 23 58 29 23 59 29 58 29 53 58 29 29 58 29 29 29 59 53 58 29 23 87 58 58 58 0]xS : N 547 484 M 2907 484 I 2907 2255 I 1727 2255 I 547 2255 I C eoclip : 986 832 24 1869 1577 881 815 0 beginjpeg s4IA0!"_al8O`[\!<E4_!K[9]s8E!<;f?8iG@>N'3Zq.2@rcL/De=)6:M+3Q@qG\p!(_n#6tM> "ptVA#R^tH$P"!b%LijW*>K>%(aC+K,U+<S+XS]u0.&,).3Tlh5qt2V4$Ghl,q_SW6Tdmu4[(tgAjSA$4@4O%1X?h&0*b[+t,N74$,Mc4$,Mc4$,Mc4$,Mc4$,Mc4$,Mc4$,Mc4$,Mc4$,Mc4$,Mc 4$,Mc4$,Mcs1eUH#Qm<og&h@"!!3`5!tbS6_uLbW!!33(!<E0#zz!<N6'"9eu7#lhgC9Fq1) !s8W,"9Sf2"pP)0!Xf#1!tbM9+U&K5'1!<V;/ldq@0[Ml6@gC<;N\416Xlb*d2!NsEe<7,-8k9\ A+<!/K2e"tU9`hZ_uLVT!<E3%!<<*"zz!!*-'"TQC?.hMd_!<<-&"9JW*"9SZ)!!!!"&Kqca @0//LJKf)rZ(V7t@dk&YiUQs(!!E9Ms4RG]!s&B'&H`UF561%lnb>\:;d$Be=1r)-anukIo,>gZ nuLWY`f`IAps_jOIHo(kJ,F$aQps0f$Q*/Q#FL"q6Z85i?qK3>m@^Nh-f1:UH=36jhO(5(pRjnF %r))i;t!bOq8]lCPI3445d?U(O#Zj6$?E_I:@X@o78`/B]bpS8hOe_O54j$rrq$R>@I6]/<;Y5# I)F[)Dim$J73l;a&3TRVWsWgY<'l'J!5q\`7MG5YJ[Kt!ktVo\:o=]qTE'8Br%o$?RJ!T^:B(=l BE[98oEu^?HdbKSrr<rlj^($r$1iZ,5`"A144HJE^$1\6O*ZIG<UW2fRtJZk0T%UIr@0(?T(ETl Wm?!`R/[0@9cd=3e,XCL[/u@#;#I?fV?t+&l4j%omm.K.IB!h":/g:>p<nJ=PQEt)pS%n[rrCeD DinAud!$T/BG:aYMB!dGo\hJ9;ean!H>$[0YA/T8Pi*SFg8<XM'f7Ie&%rf!ca>[[Z!R&pI-94P &9+'<Gua<.&n)M5SZ;F]KflEiU-\?ZS<#G=W$OGldnli4:VB<j/)$AgaF3:>b.6N#U`?+f6;P9M ;IpRfbPK[Q5;KLtMFLH2Lar+s!V04>Kg.6V9c6r%o)?#DQ$ZA"_,%H>4)sR]6'V7EJ`ZiD,.Utk b&NfITR?B0R+a`g5T_ZF8,2;$q+&+m^HFhDVh'_^q#pQCD=]+qWW^1/]bD"?W>Qc,`-g)nq1l@C JjMu@*m17d;E3g7@9BN0jEJQoGt5PN)'7;>I&#PKIh`ReA(%%f<!janZfs`iPXhhm_Q".iHdRE, mm0/tp8&W5pSX'+p8&)2a*InKh*r\Xg5-"K:_,8RTE>3YobI%tL_rlKe6Wc_'G+\?0okn(o"gjD ),U%#[K-'%5QB+'duDkpkJsD#0Wrnj)o##"70C[ql6"4uJ`T\@&gSurTEsBM;Z9P^:'[/5:]nj' -AYUrWP:A4WY(L,8gI#a[59OFmo0"[O-Bq=:e[g='Edq;C)d87o\_6=p7N!?A%a]JO#0cF8$t[H 2r^>T+NJ5c.N^&(9bFmb8mm:\N6NB82qFE3I*'ED+-:j"RkcC.nrJ*c.jHO_*pL^[@Y.4Nlo=iA d9+P@>%l%FMI;JrI;&#iqU7e-HW$K"orCE(qGQ\Na4@,Ar5PO!PDX=<PNt_N61h%3i_k4%:ct?E X#=E:(@k8'1fQJ0!X'A5X+DNZPra.7eujlTb]2@)5F8c\d`F^G@+`NJQGHO.qteebKmo;)_4!GR eBq)4@Z4^dbubS^(_kJ$##'>>i\CAra;$UjROX7GL3J-T?*m$0U2&toO-YQ2moCh;*NHXFUXlN? 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Lc 8 Lw N 2903 488 M 551 488 I 551 2251 I 2903 2251 I C K 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 3374 484 m 5734 484 l 5734 2255 l 3374 2255 l CP eoclip 1 1 0.8515 SC NP 3374 484 m 5734 484 l 5734 2254 l 3374 2254 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0.602 1 scol F0S76 Ji 3629 746 M (A probabilistic version of local MDS)[79 33 66 39 65 66 66 66 26 26 26 59 33 26 59 33 59 66 39 59 25 66 66 32 66 33 33 26 66 58 66 26 33 98 85 0]xS 0 0 0 1 scol F0S5C Ji 3516 998 M <95>S 3605 998 M (It is more important to get local distances right )[26 25 26 20 46 26 77 51 31 50 26 20 77 51 51 31 26 51 51 25 25 26 51 25 52 51 26 26 20 51 46 51 20 26 51 20 46 26 51 51 46 51 46 26 31 20 52 50 26 25 0]xS 3605 1109 M (than non)[26 51 51 51 26 51 51 0]xS 3963 1109 M (-)S 3994 1109 M (local ones, but getting )[20 51 46 51 20 26 51 51 51 46 26 26 51 51 26 25 52 51 25 26 20 51 52 0]xS 4915 1109 M (infinitessimal)[20 50 27 20 51 20 26 51 46 46 20 77 51 0]xS 3605 1219 M (distances right is not infinitely important.)[51 20 46 26 51 51 46 51 46 26 31 20 52 51 25 26 20 46 26 51 51 25 26 20 50 27 20 51 20 26 51 21 45 26 20 77 51 51 31 26 51 51 26 0]xS 0 0.602 0 1 scol 3634 1351 M <96>S 3708 1351 M (All the small distances are about equally )[61 20 20 26 26 51 51 26 46 77 51 20 20 26 51 20 46 26 51 51 46 51 46 26 51 31 51 26 51 51 51 51 26 26 51 52 51 51 20 20 45 0]xS 3708 1462 M (important to model correctly.)[20 77 51 51 31 26 51 51 26 25 26 51 26 77 51 51 51 20 26 46 51 31 31 50 46 26 20 45 0]xS 3634 1594 M <96>S 3708 1594 M (Stochastic neighbor embedding has a )[61 26 51 46 51 51 46 26 20 46 26 51 51 20 52 51 51 51 31 26 51 77 50 51 51 51 20 51 52 26 51 51 46 26 51 0]xS 3708 1704 M (probabilistic way of deciding if a )[51 31 51 51 51 51 21 20 20 46 26 20 46 27 65 52 45 26 51 26 26 51 51 46 20 51 20 51 52 26 19 27 26 50 0]xS 5027 1704 M (pairwise)[51 51 20 31 66 20 46 0]xS 3708 1814 M (distance is \223local\224. )[51 20 46 26 51 51 46 51 26 20 46 26 31 20 51 46 51 20 31 26 0]xS 0 0 0 1 scol N 5730 488 M 3378 488 I 3378 2251 I 5730 2251 I C K 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 547 2594 m 2907 2594 l 2907 4365 l 547 4365 l CP eoclip 1 1 0.8515 SC NP 547 2594 m 2907 2594 l 2907 4364 l 547 4364 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0.602 1 scol F0S69 Ji 964 2713 M (Stochastic Neighbor Embedding:)[70 29 58 53 58 58 53 29 23 53 29 76 58 23 58 58 58 58 35 30 70 87 58 58 58 58 24 58 58 0]xS 1090 2839 M (A probabilistic local method)[70 29 58 35 58 58 58 58 24 23 23 53 29 23 53 29 23 58 53 58 23 29 88 58 29 58 58 0]xS 0 0 0 1 scol F0S4F Ji 689 3095 M <95>S 778 3095 M (Each point in high)[53 44 39 44 22 44 43 18 44 22 21 18 44 22 43 18 44 0]xS 1405 3095 M (-)S 1431 3095 M (D has )[57 22 44 43 40 0]xS 778 3190 M (a probability of picking )[44 22 44 26 44 44 44 44 17 18 18 22 39 21 43 23 22 43 18 39 40 17 44 44 0]xS 778 3284 M (each other point as its )[44 44 40 44 21 44 22 44 44 26 22 43 44 18 44 21 22 43 40 22 18 21 40 0]xS 778 3378 M (neighbor.)[44 44 18 44 44 44 44 26 0]xS 689 3604 M <95>S 778 3604 M (The distribution over )[48 44 44 22 44 17 40 22 26 18 43 44 22 18 43 44 22 44 39 44 26 0]xS 778 3699 M (neighbors is based on the )[44 44 18 44 44 44 44 25 40 22 17 40 21 44 44 39 44 44 22 44 43 22 22 44 44 0]xS 778 3793 M (high)[44 18 44 0]xS 928 3793 M (-)S 954 3793 M (D )[57 0]xS 1033 3793 M (pairwise)[44 43 18 26 57 17 40 0]xS 778 3887 M (distances.)[44 18 40 21 44 44 39 44 39 0]xS 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg 1 1 0.8515 SC NP 2238 3294 m 2120 3294 2025 3389 2025 3507 c 2025 3626 2120 3721 2238 3721 c 2356 3721 2452 3626 2452 3507 c 2452 3389 2356 3294 2238 3294 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 1 0.0039 0.0039 SC NP 2238 3294 m 2120 3294 2025 3389 2025 3507 c 2025 3626 2120 3721 2238 3721 c 2356 3721 2452 3626 2452 3507 c 2452 3389 2356 3294 2238 3294 c CP S GSE userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2146 3609 m 2140 3609 2136 3613 2136 3619 c 2136 3624 2140 3628 2146 3628 c 2151 3628 2155 3624 2155 3619 c 2155 3613 2151 3609 2146 3609 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2146 3609 m 2140 3609 2136 3613 2136 3619 c 2136 3624 2140 3628 2146 3628 c 2151 3628 2155 3624 2155 3619 c 2155 3613 2151 3609 2146 3609 c CP S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2182 3386 m 2177 3386 2173 3390 2173 3396 c 2173 3401 2177 3405 2182 3405 c 2187 3405 2191 3401 2191 3396 c 2191 3390 2187 3386 2182 3386 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2182 3386 m 2177 3386 2173 3390 2173 3396 c 2173 3401 2177 3405 2182 3405 c 2187 3405 2191 3401 2191 3396 c 2191 3390 2187 3386 2182 3386 c CP S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2061 3144 m 2056 3144 2051 3149 2051 3154 c 2051 3159 2056 3163 2061 3163 c 2066 3163 2070 3159 2070 3154 c 2070 3149 2066 3144 2061 3144 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2061 3144 m 2056 3144 2051 3149 2051 3154 c 2051 3159 2056 3163 2061 3163 c 2066 3163 2070 3159 2070 3154 c 2070 S GSE 0 GpPBeg 1 0.0039 0.0039 SC NP 2238 3498 m 2233 3498 2229 3502 3516 2248 3512 2248 3507 c 2248 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 1 0.0039 0.0039 SC NP 2238 3498 m 2233 3498 2229 3502 3516 2248 3512 2248 3507 c 2248 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 1885 3442 m 1880 3442 1876 3446 3461 1894 3456 1894 3451 c 1894 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 1885 3442 m 1880 3442 1876 3446 3461 1894 3456 1894 3451 c 1894 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 1941 3554 m 1936 3554 1932 3558 3572 1951 3568 1951 3563 c 1951 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 1941 3554 m 1936 3554 1932 3558 3572 1951 3568 1951 3563 c 1951 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2499 3498 m 2494 3498 2489 3502 3516 2508 3512 2508 3507 c 2508 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2499 3498 m 2494 3498 2489 3502 3516 2508 3512 2508 3507 c 2508 S GSE 3149 2066 3144 2061 3144 c CP 2229 3507 c 2229 3512 2233 3516 2238 3516 c 2243 3502 2243 3498 2238 3498 c CP 2229 3507 c 2229 3512 2233 3516 2238 3516 c 2243 3502 2243 3498 2238 3498 c CP 1876 3451 c 1876 3456 1880 3461 1885 3461 c 1890 3446 1890 3442 1885 3442 c CP 1876 3451 c 1876 3456 1880 3461 1885 3461 c 1890 3446 1890 3442 1885 3442 c CP 1932 3563 c 1932 3568 1936 3572 1941 3572 c 1946 3558 1946 3554 1941 3554 c CP 1932 3563 c 1932 3568 1936 3572 1941 3572 c 1946 3558 1946 3554 1941 3554 c CP 2489 3507 c 2489 3512 2494 3516 2499 3516 c 2504 3502 2504 3498 2499 3498 c CP 2489 3507 c 2489 3512 2494 3516 2499 3516 c 2504 3502 2504 3498 2499 3498 c CP 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2722 3033 m 2717 3033 2712 3037 3051 2731 3047 2731 3042 c 2731 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2722 3033 m 2717 3033 2712 3037 3051 2731 3047 2731 3042 c 2731 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2461 3163 m 2456 3163 2452 3167 3182 2471 3178 2471 3173 c 2471 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2461 3163 m 2456 3163 2452 3167 3182 2471 3178 2471 3173 c 2471 S G GSE % %%EndDocument 2712 3042 c 2712 3047 2717 3051 2722 3051 c 2727 3037 2727 3033 2722 3033 c CP 2712 3042 c 2712 3047 2717 3051 2722 3051 c 2727 3037 2727 3033 2722 3033 c CP 2452 3173 c 2452 3178 2456 3182 2461 3182 c 2466 3167 2466 3163 2461 3163 c CP 2452 3173 c 2452 3178 2456 3182 2461 3182 c 2466 3167 2466 3163 2461 3163 c CP Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol 1932 3033 M (High)[57 18 44 0]xS 2095 3033 M (-)S 2121 3033 M (D Space)[57 22 52 44 44 39 0]xS 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 1801 2912 m 2805 2912 l 2805 3786 l 1801 3786 l CP eoclip 1800 2911 translate 0.8906 0.8867 0.6757 setrgbcolor /ds <0020110000041021001008202000800822000400100040000400004000084088824400000092200100 00000000008120000002102491111000101000200048000000000121040000048400480000084000008 42000010001100102008440000082000900024800100000210020080010800021021004000000402240 00020000044120800201000402004884000004002000101020200020411400000044810004011202100 00120110000040008000000012400801024408120404004200000004000100801000120000100420111 00000808100112100008040004a10000800800400000002000002204048040024021100040080080000 4042000000100000080108021000000800012090002002080020800090000004a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a008000480110000000 02000004080800800401008080004040404080040048200808400010010010002100040202000800040 40491000200002000810210008000402080480080000000100004040820000200022481000940000004 04902020000002200112008080000000400450001000441010208000044000044020000400040012001 10400000008804080000012000048020440080810200000004000804002000000001124120900101208 22004480000080000400004000480000488000802002800100010000001100010050000008000800020 04a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def 0 91 876 {0 91 1006 {1 index gsave translate 96 91 scale 96 91 true [96 0 0 -91 0 91] ds imagemask grestore} for pop} for GSE 1 0 8 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 1801 2912 m 1801 3786 l 2805 3786 l 2805 2912 l CP S G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 1 0 0 1 scol %%IncludeResource: font ZapfChancery-MediumItalic 7500 VM? /ZapfChancery-MediumItalic FontHasEuro not { /Euro.ZapfChancery-MediumItalic [440 0 71 -16 611 610 ] <D2F84C0DC5E3037BAC01F788B801F7F1B801F8C77701F8B0F8C7158F0AC5E3037BAC01F7 88B801F7F1B801F8C77701F8D3AE0167AF66965F8B08FB1A8BFB042B4CFB0C0854066D5E 05CB068276867A85750860066D5E05CA0687748A798B7508588CFB26F7331EE48BB7A2BB B5089CF71505686D057A535D40368B08407FF0D01F8B9F8C9B8EA008F74706A9B805FB5D 0690A1909C92A008F77306A8B805FB7F06B6EFD0DCD68B08C4A9764E1F5E078F0AC5E303 7BAC01F788B801F7F1B801F8C77701A79A05090E> AddEuroGlyph /Euro /ZapfChancery-MediumItalic /ZapfChancery-MediumItalic-Copy BuildNewFont } if F /F6 0 /256 T /ZapfChancery-MediumItalic mF /F6S83 F6 [131 0 0 -131 0 0 ] mFS F6S83 Ji 2248 3573 M (i)S 0 0 0 1 scol /F6S76 F6 [118 0 0 -118 0 0 ] mFS F6S76 Ji 2 2471 3238 M (j)S %%IncludeResource: font Palatino-Italic 7500 VM? /Palatino-Italic FontHasEuro not { /Euro.Palatino-Italic /Palatino-Italic UseObliqueEuro {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} {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} ifelse AddEuroGlyph /Euro /Palatino-Italic /Palatino-Italic-Copy BuildNewFont } if F /F7 0 /256 T /Palatino-Italic mF /F7S69 F7 [105 0 0 -105 0 0 ] mFS F7S69 Ji 2076 3252 M (k)S 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2517 3070 m 2512 3070 2508 3074 2508 3080 c 2508 3085 2512 3089 2517 3089 c 2522 3089 2527 3085 2527 3080 c 2527 3074 2522 3070 2517 3070 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2517 3070 m 2512 3070 2508 3074 3089 2527 3085 2527 3080 c 2527 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2573 3721 m 2568 3721 2564 3725 3740 2582 3736 2582 3730 c 2582 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2573 3721 m 2568 3721 2564 3725 3740 2582 3736 2582 3730 c 2582 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2257 3758 m 2252 3758 2248 3762 3777 2266 3772 2266 3767 c 2266 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2257 3758 m 2252 3758 2248 3762 3777 2266 3772 2266 3767 c 2266 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2684 3349 m 2679 3349 2675 3353 3367 2694 3363 2694 3358 c 2694 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2684 3349 m 2679 3349 2675 3353 3367 2694 3363 2694 3358 c 2694 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 1885 3108 m 1880 3108 1876 3112 3126 1895 3122 1895 3117 c 1895 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC 2508 3080 c 2508 3085 2512 3089 2517 3089 c 2522 3074 2522 3070 2517 3070 c CP 2564 3730 c 2564 3736 2568 3740 2573 3740 c 2578 3725 2578 3721 2573 3721 c CP 2564 3730 c 2564 3736 2568 3740 2573 3740 c 2578 3725 2578 3721 2573 3721 c CP 2248 3767 c 2248 3772 2252 3777 2257 3777 c 2262 3762 2262 3758 2257 3758 c CP 2248 3767 c 2248 3772 2252 3777 2257 3777 c 2262 3762 2262 3758 2257 3758 c CP 2675 3358 c 2675 3363 2679 3367 2684 3367 c 2690 3353 2690 3349 2684 3349 c CP 2675 3358 c 2675 3363 2679 3367 2684 3367 c 2690 3353 2690 3349 2684 3349 c CP 1876 3117 c 1876 3122 1880 3126 1885 3126 c 1891 3112 1891 3108 1885 3108 c CP NP 1885 3108 m 1880 3108 1876 3112 1876 3117 c 1876 3122 1880 3126 1885 3126 c 1891 3126 1895 3122 1895 3117 c 1895 3112 1891 3108 1885 3108 c CP S G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol 1 Lj N 2397 3826 M 2347 3979 I : 0.23 0.23 +S K ; N 2472 4049 M 2427 4187 I : 0.23 0.23 +S K ; 16 Lw N 2083 4038 M 2630 4038 I : 0.23 0.23 +S K ; /F2S4A F2 [74.363 0 0 -74.363 0 0 ] mFS F2S4A Ji 2572 4117 M (2)S 2477 4150 M (2)S 2364 4117 M (2)S 2497 3894 M (2)S 2402 3927 M (2)S 2298 3894 M (2)S /F4S4A F4 [74.363 0 0 -74.363 0 0 ] mFS F4S4A Ji 2564 4186 M (i)S 2355 4186 M (ik)[21 0]xS 2315 4150 M (d)S 2117 4312 M (k)S 2489 3963 M (i)S 2289 3963 M (ij)[21 0]xS 2249 3927 M (d)S 1888 4082 M (ij)[21 0]xS /F4S59 F4 [89.238 0 0 -89.238 0 0 ] mFS F4S59 Ji 2229 4212 M (e)S 2163 4004 M (e)S 1845 4060 M (p)S /F1S4AI19Y00 F1 [74.363 0 25.434 -74.363 0 0 ] mFS F1S4AI19Y00 Ji 2511 4150 M (s)S 2436 3927 M (s)S /F1S4A F1 [74.363 0 0 -74.363 0 0 ] mFS F1S4A Ji 2272 4150 M (-)S 2206 3927 M (-)S /F3S85 F3 [133.855 0 0 -133.855 0 0 ] mFS F3S85 Ji 2088 4232 M <01>S /F1S59 F1 [89.238 0 0 -89.238 0 0 ] mFS F1S59 Ji 1987 4060 M (=)S 0 Lj 8 Lw N 2903 2598 M 551 2598 I 551 4361 I 2903 4361 I C K 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 3374 2594 m 5734 2594 l 5734 4365 l 3374 4365 l CP eoclip 1 1 0.8515 SC NP 3374 2594 m 5734 2594 l 5734 4364 l 3374 4364 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0.602 1 scol F0S76 Ji 3816 2856 M (Throwing away the raw data)[73 66 39 66 85 26 65 66 32 66 85 66 57 33 33 66 66 33 39 66 85 33 66 66 32 0]xS 0 0 0 1 scol F0S4F Ji 3516 3095 M <95>S 3605 3095 M (The probabilities that each points picks other points as )[48 44 44 22 44 26 44 44 44 43 18 18 17 22 18 43 40 22 21 44 44 22 22 43 44 40 43 22 43 44 18 44 21 40 22 44 17 39 40 39 22 44 22 43 44 26 22 44 44 18 43 22 39 22 43 40 0]xS 3605 3190 M (its neighbor contains all of the information we are going )[18 22 39 22 44 44 18 43 44 44 44 26 21 40 44 44 22 43 18 43 40 22 44 17 18 22 43 22 22 22 43 44 22 18 43 23 44 26 65 44 22 17 44 44 22 57 43 22 44 26 44 22 44 43 18 44 44 0]xS 3605 3284 M (to use for finding the manifold.)[22 44 22 43 40 44 21 23 44 25 21 23 18 44 43 18 44 44 21 22 44 44 22 65 44 43 17 23 44 17 44 0]xS 0 0.602 0 1 scol 3634 3397 M <96>S 3708 3397 M (Once we have the probabilities we do not need )[61 44 40 44 22 57 43 22 44 44 39 44 22 21 44 44 22 44 26 44 44 43 44 18 17 18 22 17 44 40 22 21 22 22 21 22 22 22 21 22 57 44 22 44 43 22 44 44 21 22 44 44 44 43 0]xS 3708 3491 M (to do any more computations in the high)[22 44 22 44 44 22 43 44 39 22 65 44 26 44 22 40 44 65 44 44 22 43 22 18 44 43 39 22 18 44 22 21 44 44 22 43 18 44 0]xS 5109 3491 M (-)S 5135 3491 M (dimensional )[44 18 65 44 43 40 18 44 44 43 18 0]xS 3708 3586 M (space.)[40 44 43 40 44 0]xS 3634 3699 M <96>S 3708 3699 M (The input could be \223dissimilarities\224 between pairs of )[48 44 44 22 18 44 43 44 22 21 40 44 44 17 44 22 44 43 22 26 44 18 39 39 18 65 18 18 43 26 18 22 18 43 40 26 22 44 44 22 56 44 44 44 22 44 43 18 26 39 22 43 23 0]xS 3708 3793 M (datapoints)[44 44 22 44 44 44 17 44 21 0]xS 4094 3793 M (instead of the locations of individual )[18 43 40 21 44 44 44 22 43 22 22 22 44 43 22 18 43 39 44 22 18 44 43 40 22 43 22 22 18 43 44 18 39 18 44 44 43 18 0]xS 3708 3887 M (datapoints)[44 44 22 44 44 44 17 44 21 0]xS 4094 3887 M (in a high)[18 43 22 44 22 43 18 44 0]xS 4392 3887 M (-)S 4418 3887 M (dimensional space.)[44 18 65 44 43 40 17 44 44 44 18 21 40 44 43 40 44 0]xS 0 0 0 1 scol /F4S4A F4 [74.84 0 0 -74.84 0 0 ] mFS F4S4A Ji 4918 3409 M (ij)[21 0]xS /F4S63 F4 [99.789 0 0 -99.789 0 0 ] mFS F4S63 Ji 4864 3384 M (p)S N 5730 2598 M 3378 2598 I 3378 4361 I 5730 4361 I C K LH (%%[Page: 3]%%) = % %%PageTrailer %%Page: 4 4 %%PageBoundingBox: 15 15 597 769 %%EndPageComments %%BeginPageSetup /DeviceRGB dup setcolorspace /colspABC exch def mysetup concat colspRefresh % %%EndPageSetup 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 0 0 m 6283 0 l 6283 4850 l 0 4850 l CP eoclip 1 1 1 SC NP 0 -1 m 6292 -1 l 6292 4858 l 0 4858 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol F0S6C Ji 6168 4801 M (4)S 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 547 484 m 2907 484 l 2907 2255 l 547 2255 l CP eoclip 1 1 0.8515 SC NP 547 484 m 2907 484 l 2907 2254 l 547 2254 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0.602 1 scol F0S5C Ji 761 678 M (Evaluating an arrangement of the data in a low)[61 45 52 20 51 51 26 20 51 52 26 51 51 26 51 31 31 51 51 52 51 76 51 51 26 26 50 26 26 26 51 50 26 51 51 26 51 26 20 51 26 51 26 20 51 0]xS 2662 678 M (-)S 1346 788 M (dimensional space)[51 20 77 51 51 46 20 52 51 51 20 26 46 51 51 46 0]xS 0 0 0 1 scol F0S4F Ji 627 993 M <95>S 716 993 M (Give each )[61 18 39 44 22 44 44 39 44 0]xS 1093 993 M (datapoint)[44 44 21 44 44 44 18 43 0]xS 1439 993 M (a )[43 0]xS 716 1087 M (location in the low)[18 44 40 43 22 18 44 43 22 18 44 21 22 44 44 21 18 44 0]xS 1343 1087 M (-)S 716 1194 M (dimensional space)[44 18 65 44 44 40 17 44 44 44 18 21 40 44 43 40 0]xS F0S5C Ji 1369 1194 M (.)S 0 0.602 0 1 scol 745 1327 M <96>S 819 1327 M (Evaluate this )[61 45 52 20 51 51 26 51 26 26 51 20 46 0]xS 819 1437 M (representation by )[31 51 51 31 51 46 51 51 26 51 26 20 51 51 26 51 45 0]xS 819 1547 M (seeing how well the )[46 51 51 20 51 52 26 51 51 65 27 65 52 20 20 26 26 51 51 0]xS 819 1657 M (low)[20 52 0]xS 956 1657 M (-)S 987 1657 M (D probabilities )[66 26 51 31 51 51 51 52 20 21 20 26 20 51 46 0]xS 819 1768 M (model the high)[77 51 51 51 20 26 26 51 51 26 51 20 52 0]xS 1423 1768 M (-)S 1454 1768 M (D )[66 0]xS 819 1878 M (ones.)[51 51 51 46 0]xS 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg 1 1 0.8515 SC NP 2424 1184 m 2306 1184 2211 1279 2211 1397 c 2211 1516 2306 1611 2424 1611 c 2542 1611 2638 1516 2638 1397 c 2638 1279 2542 1184 2424 1184 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 1 0.0039 0.0039 SC NP 2424 1184 m 2306 1184 2211 1279 2211 1397 c 2211 1516 2306 1611 2424 1611 c 2542 1611 2638 1516 2638 1397 c 2638 1279 2542 1184 2424 1184 c CP S GSE userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2146 1444 m 2140 1444 2136 1448 2136 1453 c 2136 1458 2140 1462 2146 1462 c 2151 1462 2155 1458 2155 1453 c 2155 1448 2151 1444 2146 1444 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2146 1444 m 2140 1444 2136 1448 2136 1453 c 2136 1458 2140 1462 2146 1462 c 2151 1462 2155 1458 2155 1453 c 2155 1448 2151 1444 2146 1444 c CP S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2369 1458 m 2363 1458 2359 1462 2359 1467 c 2359 1472 2363 1476 2369 1476 c 2374 1476 2378 1472 2378 1467 c 2378 1462 2374 1458 2369 1458 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2369 1458 m 2363 1458 2359 1462 2359 1467 c 2359 1472 2363 1476 2369 1476 c 2374 1476 2378 1472 2378 1467 c 2378 1462 2374 1458 2369 1458 c CP S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2061 1193 m 2056 1193 2051 1197 2051 1202 c 2051 1207 2056 1211 2061 1211 c 2066 1211 2070 1207 2070 1202 c 2070 1197 2066 1193 2061 1193 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2061 1193 m 2056 1193 2051 1197 2051 1202 c 2051 1207 2056 1211 2061 1211 c 2066 1211 2070 1207 2070 1202 c 2070 1197 2066 1193 2061 1193 c CP S GSE 0 GpPBeg 1 0.0039 0.0039 SC NP 2425 1411 m 2419 1411 2415 1415 2415 1420 c 2415 1426 2419 1430 2425 1430 c 2430 1430 2434 1426 2434 1420 c 2434 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 1 0.0039 0.0039 SC NP 2425 1411 m 2419 1411 2415 1415 1430 2434 1426 2434 1420 c 2434 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 1941 1388 m 1936 1388 1932 1392 1406 1951 1402 1951 1397 c 1951 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 1941 1388 m 1936 1388 1932 1392 1406 1951 1402 1951 1397 c 1951 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2499 1332 m 2494 1332 2489 1336 1351 2508 1346 2508 1341 c 2508 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2499 1332 m 2494 1332 2489 1336 1351 2508 1346 2508 1341 c 2508 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2396 1109 m 2391 1109 2387 1113 1128 2406 1123 2406 1118 c 2406 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2396 1109 m 2391 1109 2387 1113 1128 2406 1123 2406 1118 c 2406 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2266 1109 m 2261 1109 2257 1113 1128 2276 1123 2276 1118 c 2276 AF GSE 1415 2430 1411 2425 1411 c CP 2415 1420 c 2415 1426 2419 1430 2425 1430 c 2430 1415 2430 1411 2425 1411 c CP 1932 1397 c 1932 1402 1936 1406 1941 1406 c 1946 1392 1946 1388 1941 1388 c CP 1932 1397 c 1932 1402 1936 1406 1941 1406 c 1946 1392 1946 1388 1941 1388 c CP 2489 1341 c 2489 1346 2494 1351 2499 1351 c 2504 1336 2504 1332 2499 1332 c CP 2489 1341 c 2489 1346 2494 1351 2499 1351 c 2504 1336 2504 1332 2499 1332 c CP 2387 1118 c 2387 1123 2391 1128 2396 1128 c 2402 1113 2402 1109 2396 1109 c CP 2387 1118 c 2387 1123 2391 1128 2396 1128 c 2402 1113 2402 1109 2396 1109 c CP 2257 1118 c 2257 1123 2261 1128 2266 1128 c 2272 1113 2272 1109 2266 1109 c CP 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2266 1109 m 2261 1109 2257 1113 2257 1118 c 2257 1123 2261 1128 2266 1128 c 2272 1128 2276 1123 2276 1118 c 2276 1113 2272 1109 2266 1109 c CP S G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol F0S4F Ji 2002 1014 M (Low)[44 44 0]xS 2147 1014 M (-)S 2173 1014 M (D Space)[57 22 53 44 43 40 0]xS 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 1867 905 m 2796 905 l 2796 1639 l 1867 1639 l CP eoclip 1866 904 translate 0.8906 0.8867 0.6757 setrgbcolor /ds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a0002000882020410000088000088040000800080024002 20800000011008100000024000090040880101020400000008001008004000000002248241200202410 440089000001000008000080009000009100010040050002000200000022000200a0000010001000040 09420100048a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def 0 91 736 {0 91 931 {1 index gsave translate 96 91 scale 96 91 true [96 0 0 -91 0 91] ds imagemask grestore} for pop} for GSE 1 0 8 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 1867 905 m 1867 1639 l 2796 1639 l 2796 905 l CP S G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 1 0 0 1 scol F6S83 Ji 2434 1482 M (i)S 0 0 0 1 scol F6S76 Ji 2708 1225 M (j)S F7S69 Ji 1965 1476 M (k)S 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2517 1119 m 2512 1119 2508 1123 2508 1128 c 2508 1133 2512 1137 2517 1137 c 2522 1137 2527 1133 2527 1128 c 2527 1123 2522 1119 2517 1119 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2517 1119 m 2512 1119 2508 1123 2508 1128 c 2508 1133 2512 1137 2517 1137 c 2522 1137 2527 1133 2527 1128 c 2527 1123 2522 1119 2517 1119 c CP S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2573 1555 m 2568 1555 2564 1560 2564 1565 c 2564 1570 2568 1574 2573 1574 c 2578 1574 2582 1570 2582 1565 c 2582 1560 2578 1555 2573 1555 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2573 1555 m 2568 1555 2564 1560 2564 1565 c 2564 1570 2568 1574 2573 1574 c 2578 1574 2582 1570 2582 1565 c 2582 1560 2578 1555 2573 1555 c CP S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2257 1592 m 2252 1592 2248 1597 1611 2266 1607 2266 1602 c 2266 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2257 1592 m 2252 1592 2248 1597 1611 2266 1607 2266 1602 c 2266 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2684 1183 m 2679 1183 2675 1187 1202 2694 1198 2694 1193 c 2694 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2684 1183 m 2679 1183 2675 1187 1202 2694 1198 2694 1193 c 2694 S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2145 1332 m 2140 1332 2136 1337 1351 2155 1347 2155 1342 c 2155 AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2145 1332 m 2140 1332 2136 1337 1351 2155 1347 2155 1342 c 2155 S G GSE % %%EndDocument 2248 1602 c 2248 1607 2252 1611 2257 1611 c 2262 1597 2262 1592 2257 1592 c CP 2248 1602 c 2248 1607 2252 1611 2257 1611 c 2262 1597 2262 1592 2257 1592 c CP 2675 1193 c 2675 1198 2679 1202 2684 1202 c 2690 1187 2690 1183 2684 1183 c CP 2675 1193 c 2675 1198 2679 1202 2684 1202 c 2690 1187 2690 1183 2684 1183 c CP 2136 1342 c 2136 1347 2140 1351 2145 1351 c 2150 1337 2150 1332 2145 1332 c CP 2136 1342 c 2136 1347 2140 1351 2145 1351 c 2150 1337 2150 1332 2145 1332 c CP Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0 1 scol 1 Lj 1 Lc 16 Lw N 2149 1878 M 2587 1878 I : 0.293 0.293 +S K ; /F2S4B F2 [75.066 0 0 -75.066 0 0 ] mFS F2S4B Ji 2500 1943 M (2)S 2420 1716 M (2)S /F4S5D F4 [93.832 0 0 -93.832 0 0 ] mFS F4S5D Ji 2488 2018 M (ik)[26 0]xS 2441 1981 M (d)S 2191 2177 M (k)S 2409 1783 M (ij)[26 0]xS 2362 1754 M (d)S 1902 1934 M (ij)[26 0]xS /F4S70 F4 [112.598 0 0 -112.598 0 0 ] mFS F4S70 Ji 2332 2050 M (e)S 2253 1835 M (e)S 1848 1906 M (q)S /F1S5D F1 [93.832 0 0 -93.832 0 0 ] mFS F1S5D Ji 2387 1981 M (-)S 2308 1754 M (-)S /F3SA8 F3 [168.898 0 0 -168.898 0 0 ] mFS F3SA8 Ji 2155 2076 M <01>S /F1S70 F1 [112.598 0 0 -112.598 0 0 ] mFS F1S70 Ji 2027 1906 M (=)S 0 Lj 8 Lw N 2903 488 M 551 488 I 551 2251 I 2903 2251 I C K 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 3374 484 m 5734 484 l 5734 2255 l 3374 2255 l CP eoclip 1 1 0.8515 SC NP 3374 484 m 5734 484 l 5734 2254 l 3374 2254 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0.602 1 scol F0S5C Ji 3757 681 M (The cost function for a low)[57 51 51 26 46 51 45 26 25 26 51 51 46 26 20 51 51 25 27 51 30 26 51 26 20 50 0]xS 4828 681 M (-)S 4859 681 M (dimensional )[52 20 77 51 51 46 20 52 51 51 20 0]xS 4260 792 M (representation)[31 51 51 31 51 46 51 51 26 51 26 20 51 0]xS 0 0 0 1 scol F0S4F Ji 3516 1350 M <95>S 3605 1350 M (For points where )[48 44 26 22 44 44 18 44 21 40 22 56 44 44 26 44 0]xS 4214 1350 M (p)S /F0S3B F0 [59 0 0 -59 0 0 ] mFS F0S3B Ji 4258 1350 M (ij)[13 0]xS F0S4F Ji 4305 1350 M (is large and )[18 39 22 18 44 26 44 44 21 43 44 44 0]xS 4734 1350 M (q)S F0S3B Ji 4778 1350 M (ij)[13 0]xS F0S4F Ji 4820 1350 M (is small we lose a lot.)[18 40 21 40 65 44 17 18 22 57 44 21 18 43 40 44 22 44 21 18 44 21 0]xS 0 0.602 0 1 scol 3634 1444 M <96>S 3708 1444 M (Nearby points in high)[57 44 44 26 44 39 22 44 44 18 44 21 40 21 18 44 22 43 18 44 0]xS 4449 1444 M (-)S 4475 1444 M (D really want to be nearby in )[57 22 26 44 43 18 17 39 22 57 44 44 22 22 22 43 22 44 44 22 43 44 44 26 44 39 22 18 44 0]xS 3708 1519 M (low)[18 44 0]xS 3827 1519 M (-)S 3853 1519 M (D)S 0 0 0 1 scol 3516 1614 M <95>S 3605 1614 M (For points where )[48 44 26 22 44 44 18 44 21 40 22 56 44 44 26 44 0]xS 4214 1614 M (q)S F0S3B Ji 4258 1614 M (ij)[13 0]xS F0S4F Ji 4305 1614 M (is large and )[18 39 22 18 44 26 44 44 21 43 44 44 0]xS 4734 1614 M (p)S F0S3B Ji 4778 1614 M (ij)[13 0]xS F0S4F Ji 4826 1614 M (is small we lose a )[17 40 21 40 65 44 18 18 21 57 44 22 17 44 40 43 22 44 0]xS 3605 1689 M (little because we waste some of the probability mass in )[18 18 22 21 18 44 22 44 43 40 44 43 40 43 22 57 44 22 57 43 40 22 43 22 40 44 64 44 22 43 23 22 21 44 44 22 44 26 44 44 43 44 18 17 18 22 39 22 65 44 39 40 21 18 44 0]xS 3605 1765 M (the )[22 44 44 0]xS 3737 1765 M (Q)S F0S3B Ji 3798 1765 M (i)S F0S4F Ji 3833 1765 M (distribution.)[43 18 39 22 26 18 44 44 21 18 44 44 0]xS 0 0.602 0 1 scol 3634 1859 M <96>S 3708 1859 M (Widely separated points in high)[77 17 43 43 18 39 21 40 44 44 44 26 44 22 43 44 22 44 43 18 44 21 40 22 18 43 22 44 17 44 0]xS 4803 1859 M (-)S 4829 1859 M (D have a mild )[57 22 44 44 39 44 22 44 22 65 17 18 44 0]xS 3708 1934 M (preference for being widely separated in low)[44 26 44 22 44 26 44 44 40 43 21 23 44 26 22 43 44 18 44 43 22 57 18 44 43 18 39 22 39 44 44 44 26 44 22 44 44 21 18 44 21 18 44 0]xS 5250 1934 M (-)S 5276 1934 M (D.)[57 0]xS 0 0 0 1 scol 1 Lj 16 Lw N 5317 1056 M 5458 1056 I : 0.277 0.277 +S K ; /F4S59 F4 [89.23 0 0 -89.23 0 0 ] mFS F4S59 Ji 5382 1193 M (ij)[25 0]xS 5389 1023 M (ij)[25 0]xS 4757 1203 M (i)S 4924 1203 M (j)S 5066 1109 M (ij)[25 0]xS 3966 1203 M (i)S 4278 1109 M (i)S /F4S6B F4 [107.074 0 0 -107.074 0 0 ] mFS F4S6B Ji 5331 1166 M (q)S 5337 996 M (p)S 5014 1082 M (p)S 4394 1082 M (Q)S 4231 1082 M (P)S 4056 1082 M (KL)[71 0]xS 3554 1082 M (Cost)[71 54 42 0]xS /F4S50 F4 [80.305 0 0 -80.305 0 0 ] mFS F4S50 Ji 4466 1109 M (i)S /F2S6B F2 [107.074 0 0 -107.074 0 0 ] mFS F2S6B Ji 5153 1082 M (log)[30 54 0]xS 4503 1082 M (\))S 4334 1082 M (||)[19 0]xS 4190 1082 M (\()S /F3SA0 F3 [160.613 0 0 -160.613 0 0 ] mFS F3SA0 Ji 4714 1107 M <01>S 4872 1107 M <01>S 3924 1107 M <01>S /F1S6B F1 [107.074 0 0 -107.074 0 0 ] mFS F1S6B Ji 4602 1082 M (=)S 3811 1082 M (=)S 0 Lj 8 Lw N 5730 488 M 3378 488 I 3378 2251 I 5730 2251 I C K 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 547 2594 m 2907 2594 l 2907 4365 l 547 4365 l CP eoclip 1 1 0.8515 SC NP 547 2594 m 2907 2594 l 2907 4364 l 547 4364 l CP AF G GSE % %%EndDocument Pscript_WinNT_Compat dup /suspend get exec Pscript_WinNT_Incr dup /resume get exec /DeviceRGB dup setcolorspace /colspABC exch def 0 0 0.602 1 scol F0S5C Ji 755 2846 M (The forces acting on the low)[57 51 51 25 27 50 31 46 51 46 26 51 45 26 20 51 52 26 51 50 26 26 51 51 25 20 52 0]xS 1904 2846 M (-)S 1935 2846 M (dimensional points)[52 20 77 51 51 46 20 51 52 51 20 26 51 51 21 51 26 0]xS 0 0 0 1 scol F0S4F Ji 689 3560 M <95>S 778 3560 M (Points are pulled towards )[53 44 18 43 22 40 21 44 26 44 22 44 43 18 18 44 43 22 22 22 44 57 44 26 43 39 0]xS 778 3654 M (each other if the )[44 44 40 44 21 44 22 44 44 26 21 17 23 22 21 44 44 0]xS 1365 3654 M (p\222s)[43 18 0]xS 1487 3654 M (are )[44 26 44 0]xS 778 3749 M (bigger than the )[44 18 44 44 44 26 22 21 44 44 44 22 21 44 44 0]xS 1326 3749 M (q\222s)[43 18 0]xS 1448 3749 M (and )[44 44 44 0]xS 778 3843 M (repelled if the )[26 44 44 44 18 18 44 43 22 17 22 22 22 44 44 0]xS 1273 3843 M (q\222s)[44 17 0]xS 1396 3843 M (are )[44 26 44 0]xS 778 3937 M (bigger than the )[44 18 44 44 44 26 22 21 44 44 44 22 21 44 44 0]xS 1326 3937 M (p\222s)[43 18 0]xS 1 Lj 16 Lw N 806 3174 M 1081 3174 I : 0.289 0.285 +S K ; /F2S6E F2 [110.918 0 0 -110.918 0 0 ] mFS F2S6E Ji 2637 3202 M (\))S 1776 3202 M (\()S 1716 3202 M (\))S 1360 3202 M (\()S /F4S53 F4 [83.188 0 0 -83.188 0 0 ] mFS F4S53 Ji 2576 3229 M (ji)[23 0]xS 2345 3229 M (ji)[23 0]xS 2098 3229 M (ij)[23 0]xS 1884 3229 M (ij)[23 0]xS 1678 3229 M (i)S 1281 3326 M (j)S 1480 3229 M (j)S 983 3316 M (i)S /F4S6E F4 [110.918 0 0 -110.918 0 0 ] mFS F4S6E Ji 2504 3202 M (q)S 2273 3202 M (p)S 2044 3202 M (q)S 1830 3202 M (p)S 865 3132 M (Cost)[74 56 43 0]xS /F1S6E F1 [110.918 0 0 -110.918 0 0 ] mFS F1S6E Ji 2424 3202 M (-)S 2178 3202 M (+)S 1964 3202 M (-)S 1536 3202 M (-)S 1110 3202 M (=)S 867 3288 M <B6>S : 811 3026 53 130 rc 811 3132 M <B6>S ; /F3SA6 F3 [166.375 0 0 -166.375 0 0 ] mFS F3SA6 Ji 1228 3227 M <01>S /F5S6E F5 [110.918 0 0 -110.918 0 0 ] mFS F5S6E Ji 1616 3202 M (y)S 1399 3202 M (y)S 921 3288 M (y)S 30000 VM? Pscript_WinNT_Compat begin /$x mysetup def end Pscript_WinNT_Incr dup /suspend get exec Pscript_WinNT_Compat dup /initialize get exec %%BeginDocument: Pscript_Win_PassThrough userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg NP 1839 3414 m 2731 3414 l 2731 4232 l 1839 4232 l CP eoclip 1838 3413 translate 0.8906 0.8867 0.6757 setrgbcolor /ds <20a84400005044a50a482080840220aa8a041000400109001090090020a182aa099040200248a00404 001000a00a148024040a5092544550044040008041200200010004a4910a20131001201228252000025 080402488854084480251080040088024100d20015004428500a22a20422002a4094810100001008908 80a8004211448200284400122a012a10400014808401514080900085045540001152040412054928490 00480440020508020100100249040104a9502048101901490410041000048a8144404a1020420084445 00012120490448520022101012a4000200280100800004844000a8945281442940a5412114280200801 01080000014000082a0522884420a4090414aa4000a8082110820002508000128801410205149008022 914884224082860404400948480402280450102020002000046150809102828a8940844321080a04401 028000000409844044028152081291500140010510881000a1080204041528200825244804812800008 0020842004122a028025202048145109408040480a80000282810080090210802012005010200a2aa02 842148450c088a045408004410882090400020500085121080820a0814040a85492020a20a109042420 240000004840420400210000001108a501020848544a4a80aac45200249020010100204000040012800 242a4443104004510a94010a80808108400800844002a8404a2411000a800a101410011000008451105 4004281444402aa8a240a24000400480110880000410080a4012a029444222148042404000440a84210 0048029101294002080000429102100028002a0051421a000410a4a48295000a8028c09a80440001000 08800050202002a11494428a00202501010a101441208020a3400854444040808402148a0800a001111 01244102880009040052840068401028221a442008001095010545020840008002a9224002501010850 1252808020800a80044802028000002504155008500550404482a0005100051108a004941018004a006 51044020422010240200048004120a85180a8284a80110511080a01000802800040449048a480524822 8815120010020000150001002120402023109290800a2224080504800044000509410810a0902000a81 12a402010914205210a8004808012040400005004000090221140a0a144540491254002149424120829 009048100060800001089280240402842008124294400005049120010002a01021052aa0a0008848a02 0010508100004092a1212004854a042495128824042402002000a084004020804100900284221210aa1 10409104a220010900448004421222200000082014042080284000148880a28440a0842a0104aa40524 00041110422804822000a000054084421002201002120a940012201105500a42a088a02004840a80200 080040a22090008012024889429508100004802980a00242080021024ca140802408a010508a8849000 800140111094502200020128260> def 0 91 820 {0 91 894 {1 index gsave translate 96 91 scale 96 91 true [96 0 0 -91 0 91] ds imagemask grestore} for pop} for GSE 1 0 8 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 1839 3414 m 1839 4232 l 2731 4232 l 2731 3414 l CP S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2211 3814 m 2205 3814 2201 3818 2201 3823 c 2201 3829 2205 3833 2211 3833 c 2216 3833 2220 3829 2220 3823 c 2220 3818 2216 3814 2211 3814 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2211 3814 m 2205 3814 2201 3818 2201 3823 c 2201 3829 2205 3833 2211 3833 c 2216 3833 2220 3829 2220 3823 c 2220 3818 2216 3814 2211 3814 c CP S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2062 3991 m 2057 3991 2053 3995 2053 4000 c 2053 4005 2057 4009 2062 4009 c 2067 4009 2071 4005 2071 4000 c 2071 3995 2067 3991 2062 3991 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2062 3991 m 2057 3991 2053 3995 2053 4000 c 2053 4005 2057 4009 2062 4009 c 2067 4009 2071 4005 2071 4000 c 2071 3995 2067 3991 2062 3991 c CP S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2471 3898 m 2466 3898 2462 3902 2462 3907 c 2462 3913 2466 3917 2471 3917 c 2476 3917 2480 3913 2480 3907 c 2480 3902 2476 3898 2471 3898 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2471 3898 m 2466 3898 2462 3902 2462 3907 c 2462 3913 2466 3917 2471 3917 c 2476 3917 2480 3913 2480 3907 c 2480 3902 2476 3898 2471 3898 c CP S GSE 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2349 3572 m 2344 3572 2340 3577 2340 3582 c 2340 3587 2344 3591 2349 3591 c 2355 3591 2359 3587 2359 3582 c 2359 3577 2355 3572 2349 3572 c CP AF GSE 1 1 10 2.4591 [] 0 1 GpPBeg 0.0039 0.0039 0.0039 SC NP 2349 3572 m 2344 3572 2340 3577 2340 3582 c 2340 3587 2344 3591 2349 3591 c 2355 3591 2359 3587 2359 3582 c 2359 3577 2355 3572 2349 3572 c CP S GSE userdict /GpPBeg {gsave initclip 13 dict begin /c {curveto} bind def /l {lineto} bind def /m {moveto} bind def /NP {newpath} bind def /CP {closepath} bind def /SC {setrgbcolor} bind def /S {stroke} bind def /F {fill} bind def /AF {eofill} bind def 1 eq {setdash setlinewidth setmiterlimit setlinejoin setlinecap} if} put /GSE {end grestore} def 0 GpPBeg 0.0039 0.0039 0.0039 SC NP 2224 3802 m 2340 3605 l 2341 3604 2341 3604 2342 3604 c 2343 3605 2343 3605 2342 3606 c 2226 3803 l 2226 3804 2225 3804 2225 3804 c 2224 3803 2224 3803 2224 3802 c CP 2235 3805 m 2217 3817 l 2218 3795 l CP 2331 3603 m 2350 3591 l 2348 3613 l CP F GSE userdict /GpPBeg {gsave initclip 13 dict begin /c {c