|
|
|
|
|
|
|
|
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) |
|
|
|
|
|
|
|
|
Disciplina |
|
|
|
|
|
|
|
|
Soggetti |
|
Neural networks (Computer science) |
|
|
|
|
|
|
Lingua di pubblicazione |
|
|
|
|
|
|
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 |
|
|
|
|