1.

Record Nr.

UNINA9910830448903321

Autore

Gupta Madan M.

Titolo

Static and dynamic neural networks : from fundamentals to advanced theory / / Madan M. Gupta, Liang Jin, Noriyasu Homma

Pubbl/distr/stampa

[Hoboken, New Jersey] : , : Wiley, , 2003

[Piscataqay, New Jersey] : , : IEEE Xplore, , [2005]

ISBN

1-280-54179-2

9786610541799

0-470-30378-6

0-471-46092-3

0-471-42795-0

Descrizione fisica

1 online resource (751 p.)

Altri autori (Persone)

JinLiang

HommaNoriyasu

Disciplina

006.3/2

006.32

Soggetti

Neural networks (Computer science)

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Note generali

Description based upon print version of record.

Nota di bibliografia

Includes bibliographical references and index.

Nota di contenuto

Foreword: Lotfi A. Zadeh. -- Preface. -- Acknowledgments. -- PART I: FOUNDATIONS OF NEURAL NETWORKS. -- Neural Systems: An Introduction. -- Biological Foundations of Neuronal Morphology. -- Neural Units: Concepts, Models, and Learning. -- PART II: 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. -- PART III: 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. -- PART IV: SOME ADVANCED TOPICS IN NEURAL NETWORKS. -- Binary Neural Networks. -- Feedback Binary Associative Memories. -- Fuzzy Sets and Fuzzy Neural Networks. -- References and



Bibliography. -- Appendix A: Current Bibliographic Sources on Neural Networks. -- Index.

Sommario/riassunto

Provides comprehensive treatment of the theory of both static and dynamic neural networks. * Theoretical concepts are illustrated by reference to practical examples Includes end-of-chapter exercises and end-of-chapter exercises. *An Instructor Support FTP site is available from the Wiley editorial department.