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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Bahasa Inggeris ● Format PDF ● Halaman-halaman 232 ● ISBN 9789812812506 ● Saiz fail 76.4 MB ● Penerbit World Scientific Publishing Company ● Bandar raya Singapore ● Negara SG ● Diterbitkan 1999 ● Muat turun 24 bulan ● Mata wang EUR ● ID 2447233 ● Salin perlindungan Adobe DRM
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