Radial Basis Function Neural Networks wi

Radial Basis Function Neural Networks wi
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E-Bok
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Format E-Bok
Filformat PDF
Utgivelsesår 1999
Forlag World Scientific Publishing Co
Språk Engelsk
ISBN 9789812812506
Sider 232
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Om Radial Basis Function Neural Networks wi

This book presents in detail the newly developed sequential learning algorithm for radial basis function neural networks, which realizes a minimal network. This algorithm, created by the authors, is referred to as Minimal Resource Allocation Networks (MRAN). The book describes the application of MRAN in different areas, including pattern recognition, time series prediction, system identification, control, communication and signal processing. Benchmark problems from these areas have been studied, and MRAN is compared with other algorithms. In order to make the book self-contained, a review of the existing theory of RBF networks and applications is given at the beginning.Contents:A Review of Radial Basis Function (RBF) Neural NetworksA Novel Sequential Learning Algorithm for Minimal Resource Allocation Neural Networks (MRAN)MRAN for Function Approximation and Pattern Classification ProblemsMRAN for Nonlinear Dynamic SystemsMRAN for Communication Channel EqualizationReadership: Undergraduates and researchers in neural networks.Key Features:Provides a detailed presentation of the required preliminaries for research in the areaServes as a valuable guide for graduate students and researchers


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