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Neural networks : an introduction

Author: Berndt Müller; J Reinhardt
Publisher: Berlin : Springer, 1990.
Series: Physics of neural networks
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
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 "neural" information processing, i.e. associative memory, perceptrons, feature-sensitive networks, learning strategies, and practical  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Printed edition:
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Berndt Müller; J Reinhardt
ISBN: 9783642972393 364297239X 3642972411 9783642972416 3540523804 9783540523802 0387523804 9780387523804
OCLC Number: 891502527
Description: 1 online resource (XIII, 266 pages : 83 illustrations).
Series Title: Physics of neural networks
Responsibility: by Berndt Müller, Joachim Reinhardt.

Abstract:

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 "neural" information processing, i.e. associative memory, perceptrons, feature-sensitive networks, learning strategies, and practical applications. - Part 2 covers more advanced subjects such as spin glasses, the mean-field theory of the Hopfield model, and the space of interactions in neural networks. - The self-contained final part discusses seven programs that provide practical demonstrations of neural-network models and their learning strategies. Ample opportunity is given to improve and modify the source codes. The software is included on a 5 1/4 inch MS DOS diskette and can be run using Borland's TURBO C 2.0 compiler, the Microsoft C compiler (5.0), or compatible compilers.

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