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.
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Lingua Inglese ● Formato PDF ● Pagine 232 ● ISBN 9789812812506 ● Dimensione 76.4 MB ● Casa editrice World Scientific Publishing Company ● Città Singapore ● Paese SG ● Pubblicato 1999 ● Scaricabile 24 mesi ● Moneta EUR ● ID 2447233 ● Protezione dalla copia Adobe DRM
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