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Neural Network Models

An Analysis

  • Book
  • © 1996

Overview

Authors:
  1. Philippe Wilde
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Part of the book series: Lecture Notes in Control and Information Sciences (LNCIS, volume 210)

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Table of contents (8 chapters)

  1. Front Matter

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  2. Key concepts in neural networks

    Pages 7-33

  3. Backpropagation

    Pages 35-51

  4. Neurons in the brain

    Pages 53-67

  5. The fundamental system of differential equations

    Pages 69-95

  6. Synchronous and discrete networks

    Pages 97-104

  7. Linear capacity

    Pages 105-115

  8. Capacity from a signal to noise ratio

    Pages 117-129

  9. Neural networks and Markov chains

    Pages 131-140

  10. Back Matter

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Keywords

About this book

Providing an in-depth treatment of the main topics in neural networks this volume concentrates on multilayer networks and completely connected networks, as well as discussing both analog and digital networks. The central themes are dynamical behaviour, attractors and capacity. Boltzmann machines are also discussed. The subject is developed from scratch and does not use statistical physics. Because the volume adopts a pedagogical approach, explaining all steps in full, the style which the book takes it will appeal to engineers, computer scientists and applied mathematicians. The reader will learn the parameters and results that are most important for the design of neural networks and will be able to critically assess the existing commercial products or design a hardware or software implementation for him- or herself.

Bibliographic Information

  • Book Title: Neural Network Models

  • Book Subtitle: An Analysis

  • Authors: Philippe Wilde

  • Series Title: Lecture Notes in Control and Information Sciences

  • DOI: https://doi.org/10.1007/BFb0034478

  • Publisher: Springer Berlin, Heidelberg

  • eBook Packages: Springer Book Archive

  • Copyright Information: Springer-Verlag London 1996

  • eBook ISBN: 978-3-540-70819-3Published: 11 December 2005

  • Series ISSN: 0170-8643

  • Series E-ISSN: 1610-7411

  • Edition Number: 1

  • Number of Pages: IV, 157

  • Topics: Control, Robotics, Mechatronics

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