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Neuro-Fuzzy and Soft Computing A Computational Approach to Learning and Machine Intelligence

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ISBN-10: 0132610663

ISBN-13: 9780132610667

Edition: 1997

Authors: Jyh-Shing Roger Jang, Chuen-Tsai Sun, Eiji Mizutani

List price: $206.65
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Description:

Neuro-Fuzzy Modeling and Soft Computingplaces particular emphasis on the theoretical aspects of covered methodologies, as well as empirical observations and verifications of various applications in practice.Neuro-Fuzzy Modeling and Soft Computingis oriented toward methodologies that are likely to be of practical use. It includes exercises, some of which involve MATLAB programming tasks to provide readers with hands-on programming experiences for practical problem-solving. Each chapter also includes a reference list to the research literature so that readers may pursue topics in greater depth.This book is suitable as a self-study guide by researchers who want to learn basic and advanced…    
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Book details

List price: $206.65
Copyright year: 1997
Publisher: Prentice Hall PTR
Publication date: 9/26/1996
Binding: Hardcover
Pages: 648
Size: 7.50" wide x 9.75" long x 1.25" tall
Weight: 2.398
Language: English

Introduction to Neuro-Fuzzy and Soft Computing
Fuzzy Set Theory
Fuzzy Sets
Fuzzy Rules and Fuzzy Reasoning
Fuzzy Inference Systems
Regression and Optimization
Least-Squares Methods for System Identification
Derivative-Based Optimization
Derivative-Free Optimization
Neural Networks
Adaptive Networks
Supervised Learning Neural Networks
Learning from Reinforcement
Unsupervised Learning and Other Neural Networks
Neuro-Fuzzy Modeling
Anfis: Adaptive-Networks-based Fuzzy Inference Systems
Coactive Neuro-Fuzzy Modeling: Towards Generalized ANFIS
Advanced Neuro-Fuzzy Modeling
Classification and Regression Trees
Data Clustering Algorithms
Rulebase Structure Identification
Neuro-Fuzzy Control
Neuro-Fuzzy Control I
Neuro-Fuzzy Control II
ADVANCED APPLICATIONS
Anfis Applications
Fuzzy-Filtered Neural Networks
Fuzzy Theory and Genetic Algorithms in Game Playing
Soft Computing for Color Recipe Prediction