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Synopsis
This book presents the first comprehensive treatment of neural networks from an engineering perspective. Thorough, well-organized, and completely up-to-date, it examines all the important aspects of this emerging technology.
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Renowned for its thoroughness and readability, this well-organized and completely up-to-date text remains the most comprehensive treatment of neural networks from an engineering perspective. Thoroughly revised.
NEW TO THIS EDITION- NEW―New chapters now cover such areas as:
- Support vector machines.
- Reinforcement learning/neurodynamic programming.
- Dynamically driven recurrent networks.
- NEW-End―of-chapter problems revised, improved and expanded in number.
- Extensive, state-of-the-art coverage exposes the reader to the many facets of neural networks and helps them appreciate the technology's capabilities and potential applications.
- Detailed analysis of back-propagation learning and multi-layer perceptrons.
- Explores the intricacies of the learning process―an essential component for understanding neural networks.
- Considers recurrent networks, such as Hopfield networks, Boltzmann machines, and meanfield theory machines, as well as modular networks, temporal processing, and neurodynamics.
- Integrates computer experiments throughout, giving the opportunity to see how neural networks are designed and perform in practice.
- Reinforces key concepts with chapter objectives, problems, worked examples, a bibliography, photographs, illustrations, and a thorough glossary.
- Includes a detailed and extensive bibliography for easy reference.
- Computer-oriented experiments distributed throughout the book
- Uses Matlab SE version 5.
Synopsis
A text on neural networks from an engineering perspective which covers: the learning process; back propagation; radial basis functions; recurrent networks; self-organizing systems; modular networks; temporal processing; neurodynamics and VLSI implementations.
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Neural Networks
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Macmillan Publishers Limited, 1994
ISBN 10: 0023527617
ISBN 13: 9780023527616
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Neural Networks
Published by
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ISBN 10: 0023527617
ISBN 13: 9780023527616
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Neural Networks: A Comprehensive Foundation
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