Static and dynamic neural networks : from fundamentals to advanced theory
tarafından
Gupta, Madan M., author.
Başlık
:
Static and dynamic neural networks : from fundamentals to advanced theory
Yazar
:
Gupta, Madan M., author.
ISBN
:
9780471427957
Yazar
:
Gupta, Madan M., author.
Fiziksel Niteleme
:
1 PDF (xxviii, 722 pages) : illustrations.
İçindekiler
:
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.
Özet
:
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.
Konu Başlığı
:
Neural networks (Computer science)
Tür
:
Electronic books.
Yazar Ek Girişi
:
Jin, Liang.
Homma, Noriyasu.
Ek Kurum Yazar
:
John Wiley & Sons,
IEEE Xplore (Online service),
Elektronik Erişim
:
Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
---|
Electronic Book | 15058-1001 | QA76.87 .G86 2003 EB | IEEE |