Static and dynamic neural networks : from fundamentals to advanced theory / / Madan M. Gupta, Liang Jin, Noriyasu Homma
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| Autore: |
Gupta Madan M.
|
| Titolo: |
Static and dynamic neural networks : from fundamentals to advanced theory / / Madan M. Gupta, Liang Jin, Noriyasu Homma
|
| Pubblicazione: | [Hoboken, New Jersey] : , : Wiley, , 2003 |
| [Piscataqay, New Jersey] : , : IEEE Xplore, , [2005] | |
| Descrizione fisica: | 1 online resource (751 p.) |
| Disciplina: | 006.3/2 |
| 006.32 | |
| Soggetto topico: | Neural networks (Computer science) |
| Soggetto non controllato: | Electrical and Electronics Engineering |
| Altri autori: |
JinLiang
HommaNoriyasu
|
| 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. |
| Titolo autorizzato: | Static and dynamic neural networks |
| ISBN: | 1-280-54179-2 |
| 9786610541799 | |
| 0-470-30378-6 | |
| 0-471-46092-3 | |
| 0-471-42795-0 | |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910830448903321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |