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Reeves C.R., Rowe J.E. — Genetic Algorithms: Principles and Perspectives. A Guide to GA Theory
Reeves C.R., Rowe J.E. — Genetic Algorithms: Principles and Perspectives. A Guide to GA Theory

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Название: Genetic Algorithms: Principles and Perspectives. A Guide to GA Theory

Авторы: Reeves C.R., Rowe J.E.

Аннотация:

Reeves (mathematical and information sciences, Coventry U., UK) and Rowe (computer science, U. of Birmingham, UK) describe the traditional theory of schemata and the implications of the no-free-lunch theorem before turning to the different perspectives on genetic algorithms, including Markov chain theory, and the dynamic and macroscopic behavior of genetic algorithms. Two chapters are devoted to statistical methods in experimental design and in heuristic search methods


Язык: en

Рубрика: Математика/

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Год издания: 2003

Количество страниц: 332

Добавлена в каталог: 16.11.2009

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID
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Предметный указатель
$\acute{E}$litism      45 57 123
$\acute{E}$litism, convergence      124
$\acute{E}$litism, threshold      130
$\tewtsf{NP}$-hard problems      6 214 227
Allele      20 22 29 38 42 50 56
Alphabet      19 21 27 29 65 77
alphabet, minimal      72 91
Altenberg, Lee      91 262 268
B$\ddot{a}$ck, Thomas      60 139
Baldwin effect      54
Basin of attraction      233
Behe, Michael      12 18
binary mask      167
Bornholdt, Stefan      197
breeder GA      55
Building block      71 72 266 270 277
building block, hypothesis      57 71 78 83 265
Cerf, Raphael      139
Chapman — Kolmogorov equation      112
Characteristic function      176
CHC algorithm      57
Chromosome      65
commonality      81
Computational complexity      284
Constraints      51
constraints, penalty      52
constraints, repair      52
Convergence      122—130
Convergence, almost surely      124
Convex hull      146
Coset      166
Crossover      38
crossover, bias      38
crossover, HUX      57
crossover, mask      39 40
crossover, non-linear      39
Crossover, one-point      49
crossover, operator      158
Crowding      46
Culberson, Joseph      109
Cumulants      177 179
cumulants, finite population corrections      190
cumulants, proportional selection      181
cumulants, selection and mutation      189
cumulants, selection, mutation and crossover      195
Darwin, Charles      2 10 17
Davidor, Yuval      202 228
Davis, Lawrence (Dave)      31 45 53
Davis, Thomas      121 138
Dawkins, Richard      3 11—14 17
De Jong, Kenneth      4 5 7 39 45 46 60 131 139
Deb, Kalyanmoy      288
Deception      78 86 88—90 266 267
Deletion      46
Delta Coding      24
Diagonalization      154 169
Distance      47
Distance, Hamming      47 218 222
Distribution, binomial      182
distribution, cumulants      177
Distribution, Gaussian      177 183
Distribution, moments      176
Distribution, multinomial      119 144
Diversity      30 37 44 46 48 57
dynamic parameter encoding      24
dynamics, selection      147
dynamics, selection $+$ mutation      156
dynamics, selection $+$ mutation $+$ crossover      161
Eigenvalue      114 151 242
Eigenvector      114 151 242
Encoding      20 43
encoding, binary      21 24
encoding, discrete      22
encoding, permutation      23
English, Tom      109
entropy      198
Epistasis      202—217
Epistasis variance      244
epistasis, correlation      215
epistasis, variance      209
Eremeev, Anton      262
Evolution strategy      2 25 45 57
Experimental design      204 225
Falkenauer, Emanuel      41 60
First hitting time      284
Fisher, Sir Ronald      17
Fitness      31
Fitness function      14 20 33 52
fitness function, $l$, $\theta$      292
fitness function, $NK$ landscape      292
fitness function, $Onemax$      125 178 288
fitness function, deceptive      290
fitness function, HIFF      290
fitness function, imitation      115 178 287
fitness function, long path      291
fitness function, Royal Road      78 255 288
fitness function, trap      276 288
fitness function, ‘basin with a barrier’      197
fitness, in genetics      14
fitness, landscape      14
fitness, ratio      68
fitness, sharing      46
Fixed point      257
fixed point, $Onemax$      195
Fixed point, asymptotically stable      279
Fixed point, hyperbolic      162
fixed point, selection      146
fixed point, selection $+$ mutation      152
focused heuristic      162
Fogel, David      2 17
Fogel, Lawrence      2 17
force of $\mathcal{G}$      152
forma      81
Forrest, Stephanie      228 262
Fourier series      174
Fourier transform      168
Freisleben, Bernd      262
Gatlin, Lila      13
Geiringer’s Theorem      194
Generation      34 49 50 53 54 58 73 76 80
generation, gap      45
generational GA      45 70
generational operator $\mathcal{G}$      144
Genetic drift      147
Genetic programming      2 170
Genetics      36
Genotype      4 20 21 25 30 47 49 55
Goldberg, David      16 17 60 91 288
Goodwin, Brian      13 18
Gould, Stephen Jay      11 17
Gray code      98
Group action      163
Group, commutative      169
Group, transitive      164
grouping states      131
H$\ddot{o}$hn, Christian      262
He, Jun      284
Heckendorn, Robert      228 262
Hitchhiking      83
Holland, John      1—4 7 10 11 16 17 60 91
hybrid GAs      52 54
Hyperplane      65 71 74 77 83
Implicit parallelism      66 76 78 265
incest prevention      57
incremental GA      see Steady-state GA
infinite population model      144 268
Inner product      88 145 168
intrinsic parallelism      see Implicit parallelism
inversion      43
Jansen, Thomas      197 284
Jones, Terry      228 231 262
Kallel, Leila      221 228 262
Kauffman, Stuart      13 18 262 292
Knapsack problem      21
Lamarckian evolution      54
landscape      163 231—262
landscape, amplitude spectrum      243
landscape, graph      163 240—245
Limiting distribution      121
Local optimum      89 231 233—241 247 250 256—259
local optimum, formal definition      239
Local search      see Neighbourhood search
Locus      3 27 43 44 50 66
M$\ddot{u}$hlenbein, Heinz      36 55 139
Macready, Bill      109
magnetization      198
Manderick, Bernard      228
Markov chain      111
Markov chain, absorbing state      116
Markov chain, expected time to absorption      117
Markov chain, inhomogeneous      127
Markov process      111
Mating      see Crossover
Matrix, primitive      113
Matrix, reducible      116
Matrix, stochastic      112
Matrix, transition      112
Mayr, Ernst      4 12 15 18
Merz, Peter      262
Metastable state      154 159 172
Michalewicz, Zbigniew      52 58 60
Midgley, Mary      18
Mitchell, Melanie      60 91 288
mixing matrix      84 164 169
mixing operator      160 164 166 169
Multi-point crossover      38
Mutation      30 44—45 49 56 57 183—190
mutation, adaptive      31 45 129
mutation, annealing      127
mutation, independent      161
mutation, matrix      151
Mutation, rate      31 46 50 56 57
Naudts, Bart      197 221 228 262
Neighbourhood      105 107 232 235
neighbourhood search      7 30 54 89 231 232
neighbourhood search, first improvement      233
neighbourhood search, steepest ascent      233
neighbourhood, $\tewtsf{CX}$      235 250
neighbourhood, bit-flip      233
Neutral networks      162 170 269
Niching      46
No free lunch theorem      95—109 273
Objective      5 21—23 33 35 52 100 104
objective, multiple      53
Order statistics      284
Permutation      22 39 163
Permutation, matrix      164
Perron — Frobenius theorem      114 152
Phenotype      4 20 21 25 30 46 47 49 55
Poli, Riccardo      91 170
Population      19 45 57
Population, finite      161 190
population, initial      25 27 29
population, inoculation      29
Population, size      25 27 56
population, size, variable      58
population, uniform      119 146 257
population, vector      142 173
Pr$\ddot{u}$gel — Bennett, Adam      197
Price’s theorem      80
Principe, Jose      121 138
Probability generating function      176
Provine, William      18
Punctuated equilibrium      269
Quadratic form      158
Quadratic operator      158 161
Radcliffe, Nicholas      29 41 53 91 109 170
Rana, Soraya      228 262
random number generation      51
Random search      102 104 107 108
Rattray, Magnus      197
Rechenberg, Ingo      2 17
Recombination      see Crossover
reduced surrogate      48
Reeves, Colin      17 228 262
Replacement strategy      45 46
Representation      19—25 163
respect      81 167
Robbins’ proportions      194
Rogers, Alex      197 262
Rowe, Jonathan      170
Rudolph, G$\ddot{u}$nter      124 138 285
Santa Fe Institute      169 261
Scaling      33
Schema      65 72 166 267
Schema theorem      68 70 71 168 170
schema, length      67
Schema, order      67
Schmitt, Lothar      139
Schoenauer, Marc      52
Schwefel, Hans — Paul      2 17
Selection      31—38 119—120 145—151 179—183 250 265
selection, artificial      15 36 55
selection, deletion      53
Selection, fitness-proportional      31 68 73 119 135 223
Selection, intensity      36 55
selection, natural      2 11—13 15
selection, population $\acute{e}$litist      57
Selection, pressure      33
selection, proportional      145
selection, rank      148
selection, ranking      33 46
Selection, roulette wheel      31 49
selection, stochastic universal (SUS)      31
selection, strong      128
Selection, tournament      34
selection, truncation      36 46 56
selection, ‘headless chicken’      250
Shapiro, James      12 13
Shapiro, Jonathan      197
sharing function      46
simplex      142
Simulated annealing      9 54 96 127 232 260
Spears, William      39 131 139
Stadler, Peter      261
Statistical mechanics      174
steady-state GA      45 48 58 123
Stephens, Christopher      91 170 268
Stochastic process      111
String      19
String, binary      21 23 24 27
String, Length      20 25 27
structural crossover      167
structural space      167
Subgroup      166
Supermartingale      124
Surry, Patrick      29 53 109
Tabu search      52 96 106—108 232 260
Takeover time      37
Termination      30
Two-armed bandit      71—72 77
Vose, Michael      91 138 144 169 268
Wagner, Gunter      262
Walsh coefficients      87 88 207 208 210 215 217 222 224 244 245 283
Walsh function      87 207 244
Walsh transform      86 87 168 170 282 283
Watson, Richard      290
Weber, Bruce      13 18
Wegener, Ingo      197 284
Weinberger, Edward      262
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