Neural Networks and Fuzzy Systems

Theory and Applications

By: Shigeo Abe

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Hardcover | 30 November 1996

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284 Pages

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24.77 x 16.51 x 1.91

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Neural Networks and Fuzzy Systems: Theory and Applications discusses theories that have proven useful in applying neural networks and fuzzy systems to real world problems. The book includes performance comparison of neural networks and fuzzy systems using data gathered from real systems. Topics covered include the Hopfield network for combinatorial optimization problems, multilayered neural networks for pattern classification and function approximation, fuzzy systems that have the same functions as multilayered networks, and composite systems that have been successfully applied to real world problems. The author also includes representative neural network models such as the Kohonen network and radial basis function network. New fuzzy systems with learning capabilities are also covered.
The advantages and disadvantages of neural networks and fuzzy systems are examined. The performance of these two systems in license plate recognition, a water purification plant, blood cell classification, and other real world problems is compared.

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Non-Fiction Computing & I.T.Computer Science Artificial Intelligence Neural Networks & Fuzzy Systems Reference, Information & Interdisciplinary Subjects Research & Information Information theory Cybernetics & Systems Theory Computer Networking & Communications

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Paperback

Published: 30th October 2012

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Foreword
Preface
Introduction
Overview of Neural Networks	p. 1
The Hopfield Network	p. 7
Multilayered Networks	p. 45
Other Neural Networks	p. 93
Overview of Fuzzy Systems	p. 127
Fuzzy Rule Extraction for Pattern Classification from Numerical Data	p. 151
Fuzzy Rule Extraction for Function Approximation from Numerical Data	p. 199
Composite Systems	p. 209
References	p. 225
Solutions to Problems	p. 243
Index	p. 249
Subject Index	p. 249
Author Index	p. 256
Table of Contents provided by Blackwell. All Rights Reserved.

Neural Networks and Fuzzy Systems

Theory and Applications

At a Glance

Hardcover

Shipping

How to return your order

Defective items

You Can Find This Book In

Other Editions and Formats

Paperback

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