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Hristev R.M. — The artificial neural network book
Hristev R.M. — The artificial neural network book

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Название: The artificial neural network book

Автор: Hristev R.M.

Язык: en

Рубрика: Computer science/Генетика, нейронные сети/

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Год издания: 1998

Количество страниц: 374

Добавлена в каталог: 06.05.2005

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID
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Предметный указатель
2/3 rule      85 86 94 98 101
Activation function      see "Function activation"
ADALINE      see "Percepton"
Adaptive backpropagation      see "Algorithm backpropagation adaptive"
Adaptive resonance theory      see "ART"
Algorithm, ART1      99
Algorithm, ART2      107
Algorithm, backpropagation      16 162 320
Algorithm, backpropagation, adaptive      21 23 321
Algorithm, backpropagation, batch      163
Algorithm, backpropagation, momentum      20 23 24 321
Algorithm, backpropagation, quick      224
Algorithm, backpropagation, standard      13 19
Algorithm, backpropagation, SuperSAB      23 321
Algorithm, backpropagation, vanilla      see "Standard"
Algorithm, BAM      49 53 322
Algorithm, branch and bound      242
Algorithm, CPN      81
Algorithm, EM      181 240 357
Algorithm, expectation-maximization      see "EM"
Algorithm, gradient descent      218
Algorithm, Levenberg — Marquardt      234
Algorithm, line search      225
Algorithm, Metropolis      296
Algorithm, model trust region      235
Algorithm, optimal brain damage      266
Algorithm, optimal brain surgeon      267
Algorithm, Robbins — Monro      124 181 219
Algorithm, sequential search      243
Algorithm, simulated annealing      296
Algorithm, SOM      40 321
ANN      iii 3
ANN, output      112 190
Asymmetric divergence      125 211
Bam      48
Bayes rule      116 119 354
Bayes theorem      288 342
Bayesian learning      361
Bias      18 123 129 160 188 254
Bias, average      254
Bias-variance tradeoff      255
Bidirectional associative memory      see "BAM"
Bit      211
Boltzmann constant      208
Certain event      210
City-block metric      see "Error city-block
class      111
Classification      116 197
CLIQUE      307
Codebook      366
Complexity criteria      273
Conditional independence      308
Confusion matrix      120
Conjugate direction      226 228
Conjugate directions      226
Contrast enhancement      86 108
Contrast enhancement function      see "Function contrast
Counterpropagation network      see "Network CPN"
Course of dimensionality      113 237 255
Cross-validation      273
Curse of dimensionality      241
CYCLE      307
Dag      307 313
Decision boundary      116 117 119
Decision region      116
Decision tree      301
Decision tree, splitting      301
Delta rule      12 142 143 145 146 162 163 219
Deviance      127
Dimensionality reduction      237 245
Discrete time approximation      219
Distance, Euclidean      325 350
Distance, Hamming      325
Distance, Kullback — Leiber      see "Asymetric divergence"
Distance, Mahalanobis      241 348
distribution      191
Distribution, Bernoulli      136
Distribution, conditional      194
Distribution, Gaussian      191 209 261 274 345
Distribution, Gaussian, multidimensional      346
Distribution, Gaussian, unidimensional      345
Distribution, Laplacian      192
EDGE      307
Eigenvalue      36 327 328
Eigenvalue, spectrum      327
Eigenvector      36 327 347
Encoding, one-of-k      68 73 81 108 197 203 205 212 239
entropy      208 210 302
Entropy, cross-entropy      202 203
Entropy, differential      209
Equation, Riccati      33
Equation, simple      32
Equation, trivial      32
Error      163 176 186 212 215 218
Error bar      191
Error function      114 185
Error gradient      12—15 17
Error, absolute      203
Error, city-block metric      192
Error, cross-entropy      213
Error, Minkowski      192 213
Error, quadratic      232
Error, relative      203
Error, RMS      115 187
Error, root-mean-square      see "Error RMS"
Error, sum-of-squares      11 12 15 17 19 114 137 143 149 163 167 171 176 177 182 190 203 213 253 268 274 279—281
Error, surface      12 20 24 26 215 217 256
Euler — Lagrange equation      176
evidence      288
Evidence approximation      287
exception      115
Exemplars      47
Expectation      87 90 343
Feature extraction      114 237
Feedback      31
Feedback, auto      54
Feedback, indirect      30 91
Feedback, lateral      41 91
Feedforward network      see "Network feedforward"
Fisher criterion      148 152 199
Fisher discriminant      149 265
Flat spot elimination      20
Fletcher — Reeves formula      230
Function, $\delta$-Dirac      125 176 197 204 353
Function, activation      3—6 40 57 90 92 134 198 217
Function, activation, exponential-distribution      7
Function, activation, hyperbolic-tangent      6
Function, activation, identity      48 175 199
Function, activation, logistic      5 6 10 15 19 135 163 202 206 259
Function, activation, pulse-coded      7
Function, activation, ratio-polynomial      7
Function, activation, sigmoidal      157 285
Function, activation, threshold      5 6 7 135 154
Function, BAM, energy      51
Function, contrast enhancement      102
Function, discriminant      117
Function, energy, BAM      52 56
Function, error      see "Error"
Function, Euler      192 292 331 353
Function, even      330
Function, feedback      30 74 75 91
Function, Gaussian      174 175
Function, Green      176
Function, Heaviside      160
Function, Hopfield, energy      55 56 57 59
Function, kernel      178 195 248 352
Function, Lagrange      334
Function, Liapunov      51
Function, likelihood      121 123 185 192 202 205 261 315
Function, multi-quadratic      174
Function, radial basis      173 174
Function, regression      364
Function, softmax      195 206 263 272 356
Function, stop      43
Generalization      15 112 115
Gini index      302
Graph      307
Graph, ancestral      308
Graph, boundary      308
Graph, chordal      see "Graph triangulated"
Graph, complete      307
Graph, connected      307
Graph, directed      307
Graph, directed acycled      see "DAG"
Graph, moral      314
Graph, polytree      308
Graph, tree      307
Graph, tree, chain      310
Graph, tree, join      312
Graph, triangulated      312
Graph, undirected      307
Hadamard product      iii
Hamming distance      see "Distance Hamming"
Hamming space      50 325
Hamming vector      see "Vector bipolar"
hessian      127 166 172 256 266 281 288
Hessian, inverse      166 168
Hestenes — Stiefel formula      230
histogram      350
Histogram, K-nearest-neighbors      351 353
Histogram, kernel method      351
Hyperprior      288
Importance sampling      296
information      210
Information, criterion      128
Input normalization      238
Invariance      247
Invariance, translation      250
Jacobian      164 247
Jensen’s Inequality      132 335 357
Karhunen — Loeve transformation      245
Kernel function      see "Function kernel"
Kohonen      see "SOM"
Kronecker symbol      118 165 196 197 347 356
Kroneker symbol      38 48 61
Lagrange multiplier      334
Layer, competitive      74 75 88 91
Layer, hidden      73
Layer, input      68
Layer, output      76
Learning      5 11 112 217
Learning constant      12 17 22 27 81 107 142 163 181 219
Learning constant, adaptive decreasing factor      22
Learning constant, adaptive increasing factor      22
Learning constant, error backpropagation threshold      17
Learning constant, flat spot elimination      20 27
Learning constant, momentum      20 27 221
Learning set      5 112 see learning"
Learning speed      221
Learning stop      218
Learning Vector Quantization      see "LVQ"
Learning, ART1, fast      94 95
Learning, ART2, fast      104
Learning, batch      219
Learning, Bayesian      275 276
Learning, convergence      146
Learning, incomplete      38 40 45
Learning, reinforced      112
Learning, sequential      219
Learning, supervised      5 11 112 182
Learning, unsupervised      5 29 31 39 112 243
Least squares technique      182
Lexicographic convention      65
Linear discriminant analysis      349
Linear separability      129 132 146
Loss matrix      see "Matrix loss"
LVQ, LVQ1      366
LVQ, LVQ2.1      367
LVQ, LVQ3      368
LVQ, OLVQ1      366
L’Hospital rule      302
Macrostate      207
Markov, chain      310
Markov, properties      308
Matrix, covariance      198
Matrix, covariance, between-class      148 151
Matrix, covariance, within-class      148 151
Matrix, loss      117 201
Matrix, positive definite      329
Matrix, pseudo-inverse      140
Memory      20 22 24
Memory saturation      52
Memory, associative      47
Memory, associative, interpolative      47
Memory, autoassociative      48 54
Memory, crosstalk      52
Memory, heteroassociative      47 67
Memory, Hopfield, continuous      57 60 322
Memory, Hopfield, discrete      54 60 322
Memory, Hopfield, gain parameter      57
Microstate      207
Misclassification      304
Misclassification penalty      117 118
Missing data      97 239 306
Mixture model      179 194
Mixture of experts      271
moment      248
Moment, central      248
Moment, regular      248
Momentum      see "Algorithm backpropagation momentum"
Monte Carlo method      295
Multiplicity      207
Nadaraya — Watson estimator      178
NAT      211
Network layer, hidden      26
Network, ART      85 155
Network, ART1      85
Network, ART2      100
Network, autoassociative      245
Network, backpropagation      9
Network, BAM      48
Network, cascade correlation      264
Network, committee      218 268
Network, CPN      67 155
Network, CPN, architecture      67
Network, feedforward      3 4 9 153 154 170
Network, growing method      264
Network, higher order      5 250
Network, Hopfield, continuous      57
Network, Hopfield, discrete      54
Network, Kohonen      see "Network SOM"
Network, output      197
Network, performance      113
Network, pruning method      264
Network, recurrent      3
Network, SOM      4 29
neuron      3
Neuron, excitation      68
Neuron, gain control      85 88
Neuron, hidden      72
Neuron, instar      71 73
Neuron, neighborhood      31 39 41 42
Neuron, neighborhood, function      41
Neuron, output      70
Neuron, outstar      76
Neuron, pruning      268
Neuron, reset      85
Neuron, saliency      268
Neuron, winner      41
Neuronal neighborhood      see "Neuron neighborhood"
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