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Physics of Neural Networks

Neural Networks

An Introduction

Authors: Müller, Berndt, Reinhardt, Joachim, Strickland, Michael T.

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About this book

Neural Networks The concepts of neural-network models and techniques of parallel distributed processing are comprehensively presented in a three-step approach: - After a brief overview of the neural structure of the brain and the history of neural-network modeling, the reader is introduced to associative memory, preceptrons, feature-sensitive networks, learning strategies, and practical applications. - The second part covers more advanced subjects such as the statistical physics of spin glasses, the mean-field theory of the Hopfield model, and the "space of interactions" approach to the storage capacity of neural networks. - In the self-contained final part, seven programs that provide practical demonstrations of neural-network models and their learning strategies are discussed. The software is included on a 3 1/2-inch MS-DOS diskette. The source code can be modified using Borland's TURBO-C 2.0 compiler, the Microsoft C compiler (5.0), or compatible compilers.

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"I have enjoyed using the previous edition of this well-known book both as a personal text and as a class manual. Although it claims to be only an introduction, it contains a wealth of material and addresses real problems in physics." Computing Reviews

Table of contents (29 chapters)

Table of contents (29 chapters)

Buy this book

eBook 67,40 €
price for Spain (gross)
  • ISBN 978-3-642-57760-4
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover 83,15 €
price for Spain (gross)
  • ISBN 978-3-540-60207-1
  • with online files
  • Free shipping for individuals worldwide
  • Immediate ebook access, if available*, with your print order
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
Neural Networks
Book Subtitle
An Introduction
Authors
Series Title
Physics of Neural Networks
Copyright
1995
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-57760-4
DOI
10.1007/978-3-642-57760-4
Softcover ISBN
978-3-540-60207-1
Series ISSN
0939-3145
Edition Number
2
Number of Pages
XV, 331
Topics

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