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High Performance Programming for Soft Computing
book

High Performance Programming for Soft Computing

by Oscar Montiel Ross, Roberto Sepulveda
February 2014
Intermediate to advanced content levelIntermediate to advanced
376 pages
11h 49m
English
CRC Press
Content preview from High Performance Programming for Soft Computing
ContentsContents
Preface v
1. Fundamentals of Soft Computing 1
1.1 Introduction 1
1.2 Type-1 Fuzzy Sets 4
1.3 Fuzzy Logic Systems 6
1.4 Type 2 Fuzzy Sets 9
1.5 Type-2 Fuzzy Inference Systems 11
1.5.1 Interval Type-2 fuzzifi cation stage 12
1.5.2 Interval Type-2 inference stage 12
1.5.3 Type-reduction and defuzzifi cation in an interval 13
Type-2 FIS
1.6 Artifi cial Neural Networks 15
1.6.1 A single neuron 16
1.6.2 ANN architectures 20
1.6.3 The learning process 22
1.6.4 The back-propagation algorithm 26
1.7 Adaptive Neuro-Fuzzy Inference System 27
1.7.1 ANFIS 27
1.7.2 ANFIS architecture 28
1.7.3 Hybrid learning ...
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Publisher Resources

ISBN: 9781466586017