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Jang J.-S.R., Sun Ch.-T., Muzutani E. — Neuro-Fuzzy and Soft Computing
Jang J.-S.R., Sun Ch.-T., Muzutani E. — Neuro-Fuzzy and Soft Computing

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Название: Neuro-Fuzzy and Soft Computing

Авторы: Jang J.-S.R., Sun Ch.-T., Muzutani E.

Аннотация:

Neuro-Fuzzy and Soft Computing provides the first comprehensive treatment of the constituent methodologies underlying neuro-fuzzy and soft computing, an evolving branch of computational intelligence. The constituent methodologies include fuzzy set theory, neural networks, data clustering techniques, and several stochastic optimization methods that do not require gradient information. In particular, the authors put equal emphasis on theoretical aspects of covered methodologies, as well as empirical observations and verifications of various applications in practice. The book is well suited for use as a text for courses on computational intelligence and as a single reference source for this emerging field. To help readers understand the material the presentation includes more than 50 examples, more than 150 exercises, over 300 illustrations, and more than 150 Matlab scripts. In addition, Matlab is utilized to visualize the processes of fuzzy reasoning, neural-network learning, neuro-fuzzy integration and training, and gradient-free optimization (such as genetic algorithms, simulated annealing, random search, and downhill Simplex method). The presentation also makes use of SIMULINK for neuro-fuzzy control system simulations. All Matlab scripts used in the book are available on the free companion software disk that may be ordered by using the enclosed reply card. The book also contains an "Internet Resource Page" to point the reader to on-line neuro-fuzzy and soft computing home pages, publications, public-domain software, research institutes, news groups, etc.


Язык: en

Рубрика: Computer science/AI, knowledge/

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Год издания: 1997

Количество страниц: 614

Добавлена в каталог: 18.11.2005

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID
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Предметный указатель
$\epsilon$-completeness      346
Action NN      274
Action NN, actor-critic      273
Action NN, value NN      274
Activation function      228
Activation function, hyperbolic function      233
Activation function, identity function      233
Activation function, logistic function      233
Activation function, sigmoidal function      204 233
Activation function, signum function      228
Activation function, squashing function      233
Activation function, step function      228
ADALINE      230
Adaptation gain vector      114
Adaptive heuristic critic      273
Adaptive linear element      230 see
Adaptive mixtures      246 see
Adaptive network      200
Adaptive network, adaptation algorithms      203
Adaptive network, adaptive node      201
Adaptive network, adaptive node, error measure      203
Adaptive network, error signal      207
Adaptive network, feedforward      201
Adaptive network, fixed node      201
Adaptive network, hybrid learning, backward pass      221
Adaptive network, hybrid learning, forward pass      221
Adaptive network, layered representation      202
Adaptive network, learning rules      203
Adaptive network, node function      200
Adaptive network, node output      200
Adaptive network, parameter node      201
Adaptive network, parameter nodes      212
Adaptive network, parameter sharing problem      201
Adaptive network, recurrent      201
Adaptive network, topological ordering representation      202
Adaptive network-based fuzzy inference system      335 see
Adaptive neuro-fuzzy inference system      335 see
Adaptive resonance theory (ART)      305
AHC      273 see
ANFIS      335 369
ANFIS, Applications      503
ANFIS, consequent parameters      337
ANFIS, hybrid learning      340 387
ANFIS, normalized firing strengths      337
ANFIS, premise parameters      337
Approximation problem      490
Average relative variance      357
Backpropagation      158 205 233 235
Backpropagation through time      213 470
Backpropagation, epoch      210
Backpropagation, epoch size      210
Backpropagation, learning rate      209
Backpropagation, step size      209
Backpropagation, sweep      210
Banana function      195
Batch learning      210 236 see
Best linear unbiased estimator      119
Bias term      187
Binary fuzzy relation      51
Bisection method      143
block form      98
blue      119 see
Boltzmann machine      327
Boltzmann machines      183
Boltzmann probability distribution      182
bp      235 see
BPTT      213 see
Bucket brigade algorithm      292
C-means clustering      424
C4      407
CANFIS      369 572
CART      407 see
CART, complexity parameter      414
CART, impurity function      407
CART, local model      412
CART, splits      407
Case-based reasoning      503
categorical variables      410
Cauchy machine      184
Characteristic function      14
Checking data set      97
Classical fuzzy operators      24
Classification and regression trees      407
Classification problem      390
Classification trees      404
Classifier systems      292
Coactive neuro-fuzzy inference system      369 see
Color recipe prediction      568 569
Committees of networks      246 see
Competitive learning      302
Composite linguistic term      56
Composition, max-min      52
Composition, max-product      52
Concentration      56
Conjugate gradient methods      129 148 152
Conjugate gradient methods, Beale — Sorenson's formula      152
Conjugate gradient methods, conjugacy      148
Conjugate gradient methods, coordinate directions      149
Conjugate gradient methods, Fletcher — Reeves's formula      153
Conjugate gradient methods, orthogonal descent searches      149
Conjugate gradient methods, orthogonality      148
Conjugate gradient methods, Polak — Ribiere's formula      153
Conjugate gradient methods, restart algorithm      153
Connectives      55
Consequent, linear rule      371 574
Consequent, neural rule      376 574
Consequent, nonlinear      376
Consequent, sigmoidal rule      376 574
Contrast intensification      57
Coordinate descent searches      149
Cost-complexity measure      414
Covariance matrix      313 519
Credit assignment      261
Credit assignment, structural      262
Credit assignment, temporal      262
Critic      264 273 see
Cubic interpolation      146
Curse of dimensionality      87
Cybernetics      5
Cylindrical extension      30
Cylindrical extension, base set      31
Cylindrical extension, projections      31
data density      520
Data scaling      237
Data scaling, input scaling      237
Data scaling, output scaling      237 381
Decision tree      404
Decision tree, external node      404
Decision tree, internal node      404
Decision tree, leaf      404
Decision tree, terminal node      404
Defuzzification      73
Delta rule      231
Descent methods      129
Descent methods, descent direction condition      131
Descent methods, gradient-based descent methods,      130
Design matrix      104
Dilation      56
Dimensionality reduction      314
Distal teacher      288
Divide-and-conquer methodology      247 290
Domain knowledge      88
Downhill simplex search      189
Downhill simplex search, contraction      191
Downhill simplex search, expansion      191
Downhill simplex search, shrinkage      192
Downhill simplex search, simplex      189
DP      270 see
Dynamic programming      270
Dynamic programming, approximate DP      272
Dynamic programming, incremental DP      272
Dynamic skeletonization      446
Entropy function      408
Epoch      236
Error vector      105
Error-propagation network      210
Evaluation functions      263 264 270 273 274 279
Evaluation functions, Manhattan Distance      263
Exclusive-OR (XOR) problem      229
Expectation-Maximization      250
Extended Kalman filter algorithm      223
Extension Principle      47
Fast simulated annealing      184
Feature maps      305
Feature selection      312 435
Feedback control system      454
Feedback linearizable      470 494
Feedback-linearizable system      468
Focus set      447
Focus window      447
Forgetting factor      116 222
Fuzzy associative memory      73
Fuzzy boxtree      443
Fuzzy C-means clustering      425
Fuzzy channels      536
Fuzzy expert system      73 459
Fuzzy filtering      536
Fuzzy inference system      73
Fuzzy inference system, aggregate operator      79
Fuzzy inference system, AND operator      79
Fuzzy inference system, database      73
Fuzzy inference system, defuzzification operator      79
Fuzzy inference system, dictionary      73
Fuzzy inference system, implication operator      79
Fuzzy inference system, OR operator      79
Fuzzy inference system, reasoning mechanism      73
Fuzzy inference system, rule base      73
Fuzzy ISODATA      425
Fuzzy k-d trees      438
Fuzzy logic control      453
Fuzzy logic controller      73 453
Fuzzy model      73
Fuzzy modeling      88
Fuzzy modeling, deep structure      89
Fuzzy modeling, surface structure      88
Fuzzy points      441
Fuzzy relation, relation matrix      51
Fuzzy set      13 14
Fuzzy set, $\alpha$-cut      18
Fuzzy set, $\alpha$-level set      18
Fuzzy set, bandwidth      20
Fuzzy set, Cartesian co-product      24
Fuzzy set, Cartesian product      24
Fuzzy set, closed      21
Fuzzy set, complement      22
Fuzzy set, complement, Sugeno's      35
Fuzzy set, complement, Yager's      36
Fuzzy set, contained      21
Fuzzy set, convex      19
Fuzzy set, core      18
Fuzzy set, crossover point      18
Fuzzy set, DeMorgan's law      40
Fuzzy set, intersection      22
Fuzzy set, nonrandomness      16
Fuzzy set, normal      18
Fuzzy set, open left      21
Fuzzy set, open right      21
Fuzzy set, resolution principle      42
Fuzzy set, strong $\alpha$-cut      18
Fuzzy set, strong $\alpha$-level set      18
Fuzzy set, subjectivity      16
Fuzzy set, subset      21
Fuzzy set, support      17
Fuzzy set, symmetric      20
Fuzzy set, union      21
Fuzzy set, universe      14
Fuzzy set, universe of discourse      14
Fuzzy set, width      20
Fuzzy singleton      18
Fuzzy system      73
Fuzzy-filtered neural network      535
Fuzzy-rule-based system      73
GA      175 see
Gain-scheduling fuzzy controller      489
Gauss — Markov conditions      118
Gauss — Markov theorem      119
Gauss — Newton method      129 161 223
Gauss — Newton method, dumped Gauss-Newton method,      163
Gauss — Newton method, Hartley's method      163
Gauss — Seidel iteration      149
Gauss — Southwell method      149
Gaussian elimination procedure      151
Gaussian function      374
Gaussian-bar (hidden) unit      374
General learning      460
Generalization capability      109
Generalized delta rule      235
Generalized inverse      106
Genetic algorithm      175 568
Genetic algorithm, chromosome      175 484
Genetic algorithm, crossover      176
Genetic algorithm, crossover rate      176
Genetic algorithm, elitism      178
Genetic algorithm, fitness function      582
Genetic algorithm, fitness value      175
Genetic algorithm, gene      176 484
Genetic algorithm, gene pool      175
Genetic algorithm, generation      175
Genetic algorithm, genetic operators      175
Genetic algorithm, Gray coding      176
Genetic algorithm, mutation      177 586
Genetic algorithm, mutation rate      177
Genetic algorithm, one-point crossover      176
Genetic algorithm, population      175
Genetic algorithm, simplex crossover      585
Genetic algorithm, survival of the fittest      176
Genetic algorithm, two-point crossover      176
Gini diversity index      408
Golden section search      144
Goldstein test      147
Graded learning      258 see
Gradient      100 130
Gradient method      133 see
Gradient, deflected gradients      132
Gram — Schmidt orthogonalization      150
Grid partition      86 374 572
Guillotine cuts      438
Hat operator      112
Hebbian learning      310
Hedges      55
hessian      100 see
Hessian matrix      100 135 161
Hierarchical mixtures of experts      246 see
Hopfield network      316
Hopfield network, asynchronous updating      320
Hopfield network, attractors      317
Hopfield network, basin of attraction      317
Hopfield network, continuous updating      321
Hopfield network, energy function      316
Hopfield network, wells      317
Hybrid learning      123
Hyperbolic paraboloid      138
ID3      407
Implicit weight normalization      419
Importance measure      435
Information entropy      362
Input selection      435 510
Interpolation problem      490
Intrinsically linear      122
Intrinsically nonlinear      122
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