Static and Dynamic Neural Networks From Fundamentals to Advanced Theory

Name: Static and Dynamic Neural Networks From Fundamentals to Advanced Theory
Price: 188.76 USD
Availability: InStock
ISBN: 9780471219484

ISBN-10: 0471219487

ISBN-13: 9780471219484

Edition: 2003

Authors: Madan Gupta, Liang Jin, Noriyasu Homma

List price: $257.95

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Description:

The authors provide comprehensive treatment of the theory of both static and dynamic neural networks. Theoretical concepts are illustrated by reference to practical examples.

Book details

List price: $257.95
Copyright year: 2003
Publisher: John Wiley & Sons, Incorporated
Publication date: 4/11/2003
Binding: Hardcover
Pages: 752
Size: 6.36" wide x 9.49" long x 1.56" tall
Weight: 2.552
Language: English



Foreword



Preface


Acknowledgments



Foundations Of Neural Networks


Neural Systems: An Introduction


Biological Foundations of Neuronal Morphology


Neural Units: Concepts, Models, and Learning



Static Neural Networks


Multilayered Feedforward Neural Networks (MFNNs) and Backpropagation Learning Algorithms


Advanced Methods for Learning Adaptation in MFNNs


Radial Basis Function Neural Networks


Function Approximation Using Feedforward Neural Networks



Dynamic Neural Networks


Dynamic Neural Units (DNUs): Nonlinear Models and Dynamics


Continuous-Time Dynamic Neural Networks


Learning and Adaptation in Dynamic Neural Networks


Stability of Continuous-Time Dynamic Neural Networks


Discrete-Time Dynamic Neural Networks and Their Stability



Some Advanced Topics In Neural Networks


Binary Neural Networks


Feedback Binary Associative Memories


Fuzzy Sets and Fuzzy Neural Networks


References and Bibliography



Current Bibliographic Sources on Neural Networks


Index