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

• Autore: Gupta Madan M.
• 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