%PDF-1.3
%
1 0 obj
<<
/Pages 2 0 R
/Outlines 3 0 R
/Type /Catalog
/PageMode /UseOutlines
/OpenAction [0 /Fit]
/ViewerPreferences <<
/OpenAction [0 /Fit]
/PageLayout /SinglePage
/DisplayDocTitle true
/CenterWindow false
/FitWindow false
>>
/Metadata 4 0 R
>>
endobj
5 0 obj
<<
/ModDate (D:20070420013547+01'00')
/CreationDate (D:20061207160051+05'30')
/Title (LNAI 4335 - Reinforcement Learning for Online Control of Evolutionary Algorithms)
/Creator (LaTeX with hyperref package)
/Author (A.E. Eiben, Mark Horvath, Wojtek Kowalczyk, and Martijn C. Schut)
/Keywords ()
/Subject (Engineering Self-Organising Systems)
/Producer (Acrobat Distiller 7.0 \(Windows\))
>>
endobj
2 0 obj
<<
/Count 11
/Kids [6 0 R 7 0 R 8 0 R 9 0 R 10 0 R 11 0 R 12 0 R 13 0 R 14 0 R 15 0 R
16 0 R]
/Type /Pages
>>
endobj
3 0 obj
<<
/Count 5
/First 17 0 R
/Last 18 0 R
>>
endobj
4 0 obj
<<
/Length 3627
/Type /Metadata
/Subtype /XML
>>
stream
LNAI 4335 - Reinforcement Learning for Online Control of Evolutionary AlgorithmsA.E. Eiben, Mark Horvath, Wojtek Kowalczyk, and Martijn C. SchutEngineering Self-Organising Systems
endstream
endobj
6 0 obj
<<
/Contents 19 0 R
/Type /Page
/Resources <<
/Font <<
/F1 20 0 R
/F2 21 0 R
/F3 22 0 R
/F4 23 0 R
/F5 24 0 R
>>
/XObject <<
/Xf1 25 0 R
>>
>>
/Annots [26 0 R]
/Parent 2 0 R
/MediaBox [0 0 595 842]
>>
endobj
7 0 obj
<<
/Annots [27 0 R 28 0 R 29 0 R 30 0 R 31 0 R 32 0 R 33 0 R 34 0 R 35 0 R 36 0 R]
/Contents [37 0 R 38 0 R 39 0 R 40 0 R 41 0 R 42 0 R 43 0 R 44 0 R]
/Type /Page
/Parent 2 0 R
/Thumb 45 0 R
/Rotate 0
/MediaBox [82.5 90 512.5 750]
/CropBox [82.5 90 512.5 750]
/TrimBox [82.5 90 512.5 750]
/Resources <<
/Font <<
/F1 46 0 R
/F2 47 0 R
/F3 48 0 R
/F4 49 0 R
/F5 50 0 R
/F6 51 0 R
/F7 52 0 R
/F8 53 0 R
/F9 54 0 R
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/ExtGState <<
/GS2 55 0 R
>>
>>
>>
endobj
8 0 obj
<<
/Annots [56 0 R 57 0 R 58 0 R 59 0 R]
/Contents 60 0 R
/Type /Page
/Parent 2 0 R
/Thumb 61 0 R
/Rotate 0
/MediaBox [82.5 90 512.5 750]
/CropBox [82.5 90 512.5 750]
/TrimBox [82.5 90 512.5 750]
/Resources <<
/Font <<
/F1 46 0 R
/F2 47 0 R
/F3 48 0 R
/F7 52 0 R
/F10 62 0 R
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/ExtGState <<
/GS2 55 0 R
>>
>>
>>
endobj
9 0 obj
<<
/Annots [63 0 R 64 0 R 65 0 R 66 0 R 67 0 R]
/Contents 68 0 R
/Type /Page
/Parent 2 0 R
/Thumb 69 0 R
/Rotate 0
/MediaBox [82.5 90 512.5 750]
/CropBox [82.5 90 512.5 750]
/TrimBox [82.5 90 512.5 750]
/Resources <<
/Font <<
/F1 46 0 R
/F2 47 0 R
/F3 48 0 R
/F7 52 0 R
/F8 53 0 R
/F11 70 0 R
/F12 71 0 R
/F13 72 0 R
/F14 73 0 R
/F15 74 0 R
>>
/XObject <<
/X1 75 0 R
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/ExtGState <<
/GS3 76 0 R
/GS2 55 0 R
>>
>>
>>
endobj
10 0 obj
<<
/Annots [77 0 R 78 0 R 79 0 R]
/Contents 80 0 R
/Type /Page
/Parent 2 0 R
/Thumb 81 0 R
/Rotate 0
/MediaBox [82.5 90 512.5 750]
/CropBox [82.5 90 512.5 750]
/TrimBox [82.5 90 512.5 750]
/Resources <<
/Font <<
/F2 47 0 R
/F3 48 0 R
/F6 51 0 R
/F7 52 0 R
/F8 53 0 R
/F9 54 0 R
/F11 70 0 R
/F10 62 0 R
/F12 71 0 R
/F13 72 0 R
>>
/XObject <<
/X1 75 0 R
/X43 75 0 R
/X44 75 0 R
/X45 75 0 R
/X46 75 0 R
/X47 75 0 R
/X48 75 0 R
/X49 75 0 R
/X30 75 0 R
/X31 75 0 R
/X32 75 0 R
/X33 75 0 R
/X34 75 0 R
/X35 75 0 R
/X36 75 0 R
/X37 75 0 R
/X38 75 0 R
/X3 75 0 R
/X4 75 0 R
/X5 75 0 R
/X6 75 0 R
/X7 75 0 R
/X8 75 0 R
/X20 75 0 R
/X21 75 0 R
/X22 75 0 R
/X23 75 0 R
/X24 75 0 R
/X25 75 0 R
/X26 75 0 R
/X27 75 0 R
/X28 75 0 R
/X29 75 0 R
/X9 75 0 R
/X39 75 0 R
/X10 75 0 R
/X11 75 0 R
/X12 75 0 R
/X13 75 0 R
/X14 75 0 R
/X15 75 0 R
/X16 75 0 R
/X17 75 0 R
/X18 75 0 R
/X19 75 0 R
/X60 75 0 R
/X61 75 0 R
/X62 75 0 R
/X63 75 0 R
/X64 75 0 R
/X65 75 0 R
/X66 75 0 R
/X67 75 0 R
/X68 75 0 R
/X69 75 0 R
/X50 75 0 R
/X51 75 0 R
/X52 75 0 R
/X53 75 0 R
/X54 75 0 R
/X55 75 0 R
/X56 75 0 R
/X57 75 0 R
/X58 75 0 R
/X59 75 0 R
/X40 75 0 R
/X41 75 0 R
/X42 75 0 R
/X80 75 0 R
/X81 75 0 R
/X82 75 0 R
/X70 75 0 R
/X71 75 0 R
/X72 75 0 R
/X73 75 0 R
/X74 75 0 R
/X75 75 0 R
/X76 75 0 R
/X77 75 0 R
/X78 75 0 R
/X79 75 0 R
/X83 75 0 R
/X84 75 0 R
/X85 75 0 R
/X86 75 0 R
/X87 75 0 R
/X88 75 0 R
/X89 75 0 R
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/ExtGState <<
/GS3 76 0 R
/GS4 76 0 R
/GS5 76 0 R
/GS6 76 0 R
/GS7 76 0 R
/GS8 76 0 R
/GS9 76 0 R
/GS20 76 0 R
/GS21 76 0 R
/GS22 76 0 R
/GS23 76 0 R
/GS24 76 0 R
/GS25 76 0 R
/GS10 76 0 R
/GS11 76 0 R
/GS12 76 0 R
/GS13 76 0 R
/GS14 76 0 R
/GS15 76 0 R
/GS16 76 0 R
/GS17 76 0 R
/GS18 76 0 R
/GS19 76 0 R
/GS30 76 0 R
/GS31 76 0 R
/GS32 76 0 R
/GS33 76 0 R
/GS34 76 0 R
/GS35 76 0 R
/GS36 76 0 R
/GS37 76 0 R
/GS38 76 0 R
/GS39 76 0 R
/GS26 76 0 R
/GS27 76 0 R
/GS28 76 0 R
/GS29 76 0 R
/GS40 76 0 R
/GS41 76 0 R
/GS42 76 0 R
/GS43 76 0 R
/GS44 76 0 R
/GS45 76 0 R
/GS46 76 0 R
/GS47 76 0 R
/GS48 76 0 R
/GS49 76 0 R
/GS50 76 0 R
/GS51 76 0 R
/GS52 76 0 R
/GS53 76 0 R
/GS2 55 0 R
/GS70 76 0 R
/GS60 76 0 R
/GS61 76 0 R
/GS62 76 0 R
/GS63 76 0 R
/GS64 76 0 R
/GS65 76 0 R
/GS66 76 0 R
/GS67 76 0 R
/GS68 76 0 R
/GS69 76 0 R
/GS54 76 0 R
/GS55 76 0 R
/GS56 76 0 R
/GS57 76 0 R
/GS58 76 0 R
/GS59 76 0 R
/GS83 76 0 R
/GS80 76 0 R
/GS81 76 0 R
/GS82 76 0 R
/GS71 76 0 R
/GS72 76 0 R
/GS73 76 0 R
/GS74 76 0 R
/GS75 76 0 R
/GS76 76 0 R
/GS77 76 0 R
/GS78 76 0 R
/GS79 76 0 R
/GS90 76 0 R
/GS89 76 0 R
/GS88 76 0 R
/GS87 76 0 R
/GS86 76 0 R
/GS85 76 0 R
/GS84 76 0 R
>>
>>
>>
endobj
11 0 obj
<<
/Annots [82 0 R 83 0 R 84 0 R]
/Contents 85 0 R
/Type /Page
/Parent 2 0 R
/Thumb 86 0 R
/Rotate 0
/MediaBox [82.5 90 512.5 750]
/CropBox [82.5 90 512.5 750]
/TrimBox [82.5 90 512.5 750]
/Resources <<
/Font <<
/F2 47 0 R
/F3 48 0 R
/F7 52 0 R
/F8 53 0 R
/F9 54 0 R
/F11 70 0 R
/F12 71 0 R
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/ExtGState <<
/GS2 55 0 R
>>
>>
>>
endobj
12 0 obj
<<
/Annots [87 0 R]
/Contents 88 0 R
/Type /Page
/Parent 2 0 R
/Thumb 89 0 R
/Rotate 0
/MediaBox [82.5 90 512.5 750]
/CropBox [82.5 90 512.5 750]
/TrimBox [82.5 90 512.5 750]
/Resources <<
/Font <<
/F2 47 0 R
/F3 48 0 R
/F4 49 0 R
/F6 51 0 R
/F7 52 0 R
/F10 62 0 R
/F15 74 0 R
/F16 90 0 R
/F17 91 0 R
/F18 92 0 R
/TT1 93 0 R
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/ExtGState <<
/GS3 76 0 R
/GS4 76 0 R
/GS5 94 0 R
/GS6 76 0 R
/GS7 94 0 R
/GS8 76 0 R
/GS9 94 0 R
/GS20 95 0 R
/GS21 96 0 R
/GS22 94 0 R
/GS23 76 0 R
/GS24 94 0 R
/GS25 76 0 R
/GS10 76 0 R
/GS11 94 0 R
/GS12 76 0 R
/GS13 94 0 R
/GS14 76 0 R
/GS15 94 0 R
/GS16 76 0 R
/GS17 94 0 R
/GS18 95 0 R
/GS19 97 0 R
/GS26 94 0 R
/GS2 55 0 R
>>
>>
>>
endobj
13 0 obj
<<
/Annots [98 0 R 99 0 R 100 0 R 101 0 R 102 0 R 103 0 R]
/Contents 104 0 R
/Type /Page
/Parent 2 0 R
/Thumb 105 0 R
/Rotate 0
/MediaBox [82.5 90 512.5 750]
/CropBox [82.5 90 512.5 750]
/TrimBox [82.5 90 512.5 750]
/Resources <<
/Font <<
/F1 46 0 R
/F2 47 0 R
/F3 48 0 R
/F8 53 0 R
/F11 70 0 R
/F10 62 0 R
/F14 73 0 R
>>
/XObject <<
/X1 75 0 R
/X3 75 0 R
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/ExtGState <<
/GS3 76 0 R
/GS4 76 0 R
/GS2 55 0 R
>>
>>
>>
endobj
14 0 obj
<<
/Annots [106 0 R 107 0 R]
/Contents 108 0 R
/Type /Page
/Parent 2 0 R
/Thumb 109 0 R
/Rotate 0
/MediaBox [82.5 90 512.5 750]
/CropBox [82.5 90 512.5 750]
/TrimBox [82.5 90 512.5 750]
/Resources <<
/Font <<
/F2 47 0 R
/F3 48 0 R
/F6 51 0 R
/F20 110 0 R
/F22 111 0 R
/F19 112 0 R
/F21 113 0 R
>>
/XObject <<
/X1 75 0 R
/X43 75 0 R
/X44 75 0 R
/X45 75 0 R
/X46 75 0 R
/X47 75 0 R
/X48 75 0 R
/X30 75 0 R
/X31 75 0 R
/X32 75 0 R
/X33 75 0 R
/X34 75 0 R
/X35 75 0 R
/X36 75 0 R
/X37 75 0 R
/X38 75 0 R
/X3 75 0 R
/X4 75 0 R
/X5 75 0 R
/X6 75 0 R
/X7 75 0 R
/X8 75 0 R
/X20 75 0 R
/X21 75 0 R
/X22 75 0 R
/X23 75 0 R
/X24 75 0 R
/X25 75 0 R
/X26 75 0 R
/X27 75 0 R
/X28 75 0 R
/X29 75 0 R
/X9 75 0 R
/X39 75 0 R
/X10 75 0 R
/X11 75 0 R
/X12 75 0 R
/X13 75 0 R
/X14 75 0 R
/X15 75 0 R
/X16 75 0 R
/X17 75 0 R
/X18 75 0 R
/X19 75 0 R
/X40 75 0 R
/X41 75 0 R
/X42 75 0 R
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/ExtGState <<
/GS3 76 0 R
/GS4 76 0 R
/GS5 76 0 R
/GS6 76 0 R
/GS7 76 0 R
/GS8 76 0 R
/GS9 76 0 R
/GS20 76 0 R
/GS21 76 0 R
/GS22 76 0 R
/GS23 76 0 R
/GS24 76 0 R
/GS25 76 0 R
/GS10 76 0 R
/GS11 76 0 R
/GS12 76 0 R
/GS13 76 0 R
/GS14 76 0 R
/GS15 76 0 R
/GS16 76 0 R
/GS17 76 0 R
/GS18 76 0 R
/GS19 76 0 R
/GS30 76 0 R
/GS31 76 0 R
/GS32 76 0 R
/GS33 76 0 R
/GS34 76 0 R
/GS35 76 0 R
/GS36 76 0 R
/GS37 76 0 R
/GS38 76 0 R
/GS39 76 0 R
/GS26 76 0 R
/GS27 76 0 R
/GS28 76 0 R
/GS29 76 0 R
/GS40 76 0 R
/GS41 76 0 R
/GS42 76 0 R
/GS43 76 0 R
/GS44 76 0 R
/GS45 76 0 R
/GS46 76 0 R
/GS47 76 0 R
/GS48 76 0 R
/GS49 76 0 R
/GS50 76 0 R
/GS51 76 0 R
/GS52 94 0 R
/GS53 76 0 R
/GS2 55 0 R
/GS70 94 0 R
/GS60 94 0 R
/GS61 76 0 R
/GS62 94 0 R
/GS63 76 0 R
/GS64 94 0 R
/GS65 76 0 R
/GS66 94 0 R
/GS67 76 0 R
/GS68 94 0 R
/GS69 76 0 R
/GS54 94 0 R
/GS55 76 0 R
/GS56 94 0 R
/GS57 76 0 R
/GS58 94 0 R
/GS59 76 0 R
/GS83 76 0 R
/GS80 94 0 R
/GS81 76 0 R
/GS82 94 0 R
/GS71 76 0 R
/GS72 76 0 R
/GS73 76 0 R
/GS74 76 0 R
/GS75 76 0 R
/GS76 76 0 R
/GS77 76 0 R
/GS78 76 0 R
/GS79 76 0 R
/GS137 76 0 R
/GS138 94 0 R
/GS139 76 0 R
/GS136 94 0 R
/GS135 76 0 R
/GS134 94 0 R
/GS133 76 0 R
/GS132 94 0 R
/GS131 76 0 R
/GS130 94 0 R
/GS129 76 0 R
/GS128 94 0 R
/GS127 76 0 R
/GS126 94 0 R
/GS125 76 0 R
/GS124 94 0 R
/GS123 76 0 R
/GS122 94 0 R
/GS121 76 0 R
/GS120 94 0 R
/GS119 76 0 R
/GS118 76 0 R
/GS117 94 0 R
/GS116 76 0 R
/GS115 76 0 R
/GS114 76 0 R
/GS113 76 0 R
/GS112 76 0 R
/GS111 76 0 R
/GS110 76 0 R
/GS109 76 0 R
/GS108 76 0 R
/GS107 76 0 R
/GS106 76 0 R
/GS105 94 0 R
/GS104 76 0 R
/GS103 94 0 R
/GS102 76 0 R
/GS101 94 0 R
/GS100 76 0 R
/GS155 94 0 R
/GS154 76 0 R
/GS153 76 0 R
/GS152 94 0 R
/GS151 76 0 R
/GS150 76 0 R
/GS149 76 0 R
/GS148 76 0 R
/GS147 76 0 R
/GS95 94 0 R
/GS96 76 0 R
/GS97 94 0 R
/GS98 76 0 R
/GS99 94 0 R
/GS94 76 0 R
/GS93 94 0 R
/GS92 76 0 R
/GS91 94 0 R
/GS90 76 0 R
/GS89 94 0 R
/GS88 76 0 R
/GS87 94 0 R
/GS86 76 0 R
/GS85 76 0 R
/GS84 76 0 R
/GS146 76 0 R
/GS145 76 0 R
/GS144 76 0 R
/GS143 76 0 R
/GS142 76 0 R
/GS141 76 0 R
/GS140 76 0 R
>>
>>
>>
endobj
15 0 obj
<<
/Annots [114 0 R 115 0 R]
/Contents 116 0 R
/Type /Page
/Parent 2 0 R
/Thumb 117 0 R
/Rotate 0
/MediaBox [82.5 90 512.5 750]
/CropBox [82.5 90 512.5 750]
/TrimBox [82.5 90 512.5 750]
/Resources <<
/Font <<
/F1 46 0 R
/F2 47 0 R
/F3 48 0 R
/F8 53 0 R
/F14 73 0 R
/F15 74 0 R
>>
/XObject <<
/X1 75 0 R
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/ExtGState <<
/GS3 76 0 R
/GS2 55 0 R
>>
>>
>>
endobj
16 0 obj
<<
/Contents 118 0 R
/Type /Page
/Parent 2 0 R
/Thumb 119 0 R
/Rotate 0
/MediaBox [82.5 90 512.5 750]
/CropBox [82.5 90 512.5 750]
/TrimBox [82.5 90 512.5 750]
/Resources <<
/Font <<
/F3 48 0 R
/F15 74 0 R
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/ExtGState <<
/GS2 55 0 R
>>
>>
>>
endobj
17 0 obj
<<
/Parent 3 0 R
/Dest (section.1.1)
/Next 120 0 R
/Title
>>
endobj
18 0 obj
<<
/Parent 3 0 R
/Dest (section.1.5)
/Prev 121 0 R
/Title
>>
endobj
19 0 obj
<<
/Length 1189
/Filter /FlateDecode
>>
stream
xW[s6L:S_O!Ӈgxql
"!CtCW079iǃ-i~k%e܌&X:N-ӡZ2Zj=)?P1nboԡ
IN2>]%!q;6_^Q>(E1C.q,Hp
K4 ;"|`({8f0ۮ'vky/|&k'Ͽ#{w|<C\zvgH#d+YE0Z^|Έ~IO=үSp3'O|4M3,J뷙zJ%++5!#i(ῄжyp<`8!bdvN\ƽLŻJR]
Cڰi0uD`[,f(FźKƗU6rvZ*Dr-R-}UNQ>u[}
s ^/Jr,Q6~}
tewYTZ>>i]Yfkڣ6.4Kh
|QwZRrGgmpq]HWW(ŪqLX*,7'M&4Ϛ`b!A'7)da=%lRV&cp!>v넉Z>Ǡpג#7UPawr}7l7$MQ鵤k]4`K1d( @cW?f Kۣ5)^?
d
'|ZgbG#NKI'AT|Gմ=1iس(֯ʑP_G4GudKG2ms4d]
5Rͽ,ᑊV}(ALZ@P"{$%mi{dFTe㡪oC5 +_iaV: z xdxdCT5
[)YfN7Brzqg$-7[K8! rV!,9[SO|;=9xN#0h@Q'"&G`MNQI(d_v@_<~}F0ܷ^qu[]azUyؑ3g̻PYC5
endstream
endobj
20 0 obj
<<
/Subtype /Type1
/Type /Font
/BaseFont /Helvetica-Bold
/Encoding /WinAnsiEncoding
>>
endobj
21 0 obj
<<
/Subtype /Type1
/Type /Font
/BaseFont /Helvetica
/Encoding /WinAnsiEncoding
>>
endobj
22 0 obj
<<
/Subtype /Type1
/Type /Font
/BaseFont /Helvetica-BoldOblique
/Encoding /WinAnsiEncoding
>>
endobj
23 0 obj
<<
/Subtype /Type1
/Type /Font
/BaseFont /Helvetica-Oblique
/Encoding /WinAnsiEncoding
>>
endobj
24 0 obj
<<
/Subtype /Type0
/Type /Font
/BaseFont /WROGND+LiberationSans
/Encoding /Identity-H
/DescendantFonts [122 0 R]
/ToUnicode 123 0 R
>>
endobj
25 0 obj
<<
/Length 112
/Subtype /Form
/Filter /FlateDecode
/Type /XObject
/Matrix [1 0 0 1 0 0]
/FormType 1
/Resources <<
/ColorSpace <<
/CS0 [/Indexed /DeviceRGB 0 124 0 R]
>>
/ExtGState <<
/GS0 125 0 R
>>
/ProcSet [/PDF /ImageC /ImageI]
/XObject <<
/Im0 126 0 R
>>
/Properties <<
/MC0 127 0 R
>>
>>
/BBox [0 0 612 792]
>>
stream
HA
@C9cΔBD