Narasimman Sundararajan's Books

Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing

By: Ying Wei Lu,P Saratchandran,Narasimman Sundararajan

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Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing

By: Ying Wei Lu,P Saratchandran,Narasimman Sundararajan

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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Page Count

231

Publisher

World Scientific

Published Date

ISBN 10

9814495271

ISBN 13

9789814495271

Parallel Implementations Of Backpropagation Neural Networks On Transputers: A Study Of Training Set Parallelism

By: P Saratchandran,Shou King Foo,Narasimman Sundararajan

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Parallel Implementations Of Backpropagation Neural Networks On Transputers: A Study Of Training Set Parallelism

By: P Saratchandran,Shou King Foo,Narasimman Sundararajan

This book presents a systematic approach to parallel implementation of feedforward neural networks on an array of transputers. The emphasis is on backpropagation learning and training set parallelism. Using systematic analysis, a theoretical model has been developed for the parallel implementation. The model is used to find the optimal mapping to minimize the training time for large backpropagation neural networks. The model has been validated experimentally on several well known benchmark problems. Use of genetic algorithms for optimizing the performance of the parallel implementations is described. Guidelines for efficient parallel implementations are highlighted.

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Page Count

222

Publisher

World Scientific

Published Date

ISBN 10

9814498998

ISBN 13

9789814498999

Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing

By: Ying Wei Lu,P Saratchandran,Narasimman Sundararajan

Write a review Read reviews Take a Quiz Solve Book Puzzle

Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing

By: Ying Wei Lu,P Saratchandran,Narasimman Sundararajan

Average ratings

N/A

Write a review

Solve jigsaw puzzle

Age

Page Count

231

Publisher

World Scientific

Published Date

ISBN 10

9814495271

ISBN 13

9789814495271

Book's by Narasimman Sundararajan

Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing

Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing

Parallel Implementations Of Backpropagation Neural Networks On Transputers: A Study Of Training Set Parallelism

Parallel Implementations Of Backpropagation Neural Networks On Transputers: A Study Of Training Set Parallelism

Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing

Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing

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