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.
World Scientific Publishing Company; October 1999
- ISBN: 9789814495271
- Read online, or download in secure PDF format
- Title: Radial Basis Function Neural Networks with Sequential Learning, Progress in Neural Processing
Series: Progress in Neural Processing
- Author: N. Sundararajan; P. Saratchandran; Lu Ying Wei