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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Hardcover | 4 July 1996

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Hardcover
220 Pages

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22.86 x 16.51 x 1.91

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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. Both theoretical analysis and experimental results for several bench mark problems are described. Guidelines for efficient parallel implementation are also highlighted. This book is suitable for graduate students, research scientists and practising engineers in the fields of artificial neural networks and parallel computing.

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Non-Fiction Engineering & Technology Electronics & Communications Engineering Electronics Engineering Circuits & Components Computing & I.T.Computer Science Computer Architecture & Logic Design Parallel Processing Artificial Intelligence Neural Networks & Fuzzy Systems Energy Technology & Engineering

Electrical Engineering Booktopia Publisher Services World Scientific Publishing

Preface
Introduction	p. 1
Transputer Topologies for Parallel Implementation	p. 15
Development of a Theoretical Model for Training Set Parallelism in a Homogeneous Array of Transputers	p. 37
Equal Distribution of Patterns Amongst a Homogeneous Array of Transputers	p. 65
Optimization Model for Unequal Distribution of Patterns in a Homogeneous Array of Transputers	p. 79
Optimization Model for Unequal Distribution of Patterns in a Heterogeneous Array of Transputers	p. 109
Pattern Allocation Schemes Using Genetic Algorithm	p. 125
Comparison Between Pipelined Ring Topology and Ring Topology	p. 155
A Sample Parallel C Program	p. 167
The branch and bound method for solving mixed integer programming problems	p. 179
Bibliography	p. 189
Index	p. 200
Table of Contents provided by Blackwell. All Rights Reserved.

Parallel Implementations of Backpropagation Neural Networks on Transputers

A Study of Training Set Parallelism

At a Glance

Hardcover

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How to return your order

Defective items

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