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Neural Networks

A Systematic Introduction

Authors: Rojas, Raul

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eBook 67,82 €
price for India (gross)
  • ISBN 978-3-642-61068-4
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover 79,99 €
price for India (gross)
  • ISBN 978-3-540-60505-8
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this Textbook

Artificial neural networks are an alternative computational paradigm with roots in neurobiology which has attracted increasing interest in recent years. This book is a comprehensive introduction to the topic that stresses the systematic development of the underlying theory. Starting from simple threshold elements, more advanced topics are introduced, such as multilayer networks, efficient learning methods, recurrent networks, and self-organization. The various branches of neural network theory are interrelated closely and quite often unexpectedly, so the chapters treat the underlying connection between neural models and offer a unified view of the current state of research in the field.
The book has been written for anyone interested in understanding artificial neural networks or in learning more about them. The only mathematical tools needed are those learned during the first two years at university. The text contains more than 300 figures to stimulate the intuition of the reader and to illustrate the kinds of computation performed by neural networks. Material from the book has been used successfully for courses in Germany, Austria and the United States.

Reviews

"If you want a systematic and thorough overview of neural networks, need a good reference book on this subject, or are giving or taking a course on neural networks, this book is for you." Computing Reviews

Table of contents (18 chapters)

  • The Biological Paradigm

    Rojas, Prof. Dr. Raúl

    Pages 3-27

    Preview Buy Chapter 24,95 €
  • Threshold Logic

    Rojas, Prof. Dr. Raúl

    Pages 29-53

    Preview Buy Chapter 24,95 €
  • Weighted Networks—The Perceptron

    Rojas, Prof. Dr. Raúl

    Pages 55-76

    Preview Buy Chapter 24,95 €
  • Perceptron Learning

    Rojas, Prof. Dr. Raúl

    Pages 77-98

    Preview Buy Chapter 24,95 €
  • Unsupervised Learning and Clustering Algorithms

    Rojas, Prof. Dr. Raúl

    Pages 99-121

    Preview Buy Chapter 24,95 €

Buy this book

eBook 67,82 €
price for India (gross)
  • ISBN 978-3-642-61068-4
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover 79,99 €
price for India (gross)
  • ISBN 978-3-540-60505-8
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Neural Networks
Book Subtitle
A Systematic Introduction
Authors
Copyright
1996
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-61068-4
DOI
10.1007/978-3-642-61068-4
Softcover ISBN
978-3-540-60505-8
Edition Number
1
Number of Pages
XX, 502
Number of Illustrations
154 b/w illustrations
Topics