Neural Networks: A Comprehensive Foundation

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9780138958633: Neural Networks: A Comprehensive Foundation

For graduate-level neural network courses offered in the departments of Computer Engineering, Electrical Engineering, and Computer Science.

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.

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From the Back Cover:

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.

    FEATURES

    • 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.

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Haykin, Simon
Published by Pearson Education (US) (1997)
ISBN 10: 0138958637 ISBN 13: 9780138958633
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Book Description Pearson Education (US), 1997. Book Condition: Fair. N/A. Ships from the UK. Former Library book. Shows definite wear, and perhaps considerable marking on inside. Bookseller Inventory # GRP82976010

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Haykin, Simon
ISBN 10: 0138958637 ISBN 13: 9780138958633
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Book Description Paperback. Book Condition: Fair. A readable copy of the book which may include some defects such as highlighting and notes. Cover and pages may be creased and show discolouration. Bookseller Inventory # GOR002793552

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