Regularized Radial Basis Function Networks

Simon Haykin is a well-known author of books on neural networks.
* An authoritative book dealing with cutting edge technology.
* This book has no competition.Dieser Band beschäftigt sich mit RBFNs, einer Klasse von Netzwerken, die in neuronalen Netzen für spezielle Anwendungen, beispielsweise in der nichtlinearen Prozeßabschätzung und -steuerung, Einsatz finden. Alle wichtigen mathematischen Begriffe und Theoreme werden ausführlich erläutert. Ein maßgebliches Buch zu einer hochmodernen Technologie! Preface.

Notations.

Introduction.

Basic Tools.

Probability Estimation and Pattern Classification.

Nonlinear Time-Series Prediction.

Nonlinear State Estimation.

Dynamic Reconstruction of Chaotic Processes.

Discussion.

Appendix of Notes to the Text.

References.

Index. "To serve as a bridge between nonparametric estimation and artificial neural networks, Yee...and Haykin...examines the interplay of ides in the two ideas." (SciTech Book News Vol. 25, No. 2 June 2001)

Paul V. Yee is the author of Regularized Radial Basis Function Networks: Theory and Applications, published by Wiley.

Simon Haykin is the author of Regularized Radial Basis Function Networks: Theory and Applications, published by Wiley.