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Neural Networks

A Systematic Introduction

  • Raúl Rojas

Table of contents

  1. Front Matter
    Pages I-XX
  2. Raúl Rojas
    Pages 3-27
  3. Raúl Rojas
    Pages 29-53
  4. Raúl Rojas
    Pages 55-76
  5. Raúl Rojas
    Pages 77-98
  6. Raúl Rojas
    Pages 123-148
  7. Raúl Rojas
    Pages 149-182
  8. Raúl Rojas
    Pages 183-225
  9. Raúl Rojas
    Pages 227-261
  10. Raúl Rojas
    Pages 263-285
  11. Raúl Rojas
    Pages 287-308
  12. Raúl Rojas
    Pages 309-334
  13. Raúl Rojas
    Pages 335-369
  14. Raúl Rojas
    Pages 371-387
  15. Raúl Rojas
    Pages 389-410
  16. Raúl Rojas
    Pages 411-425
  17. Raúl Rojas
    Pages 427-448
  18. Raúl Rojas
    Pages 449-476
  19. Back Matter
    Pages 477-502

About this book

Introduction

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.

Keywords

Spline artificial intelligence fuzzy logic fuzzy set fuzzy system model statistics topology

Authors and affiliations

  • Raúl Rojas
    • 1
    • 2
  1. 1.Department of Mathematics and Computer ScienceUniversity of HalleHalleGermany
  2. 2.Department of Mathematics and Computer ScienceFree University of BerlinBerlinGermany

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-642-61068-4
  • Copyright Information Springer-Verlag Berlin Heidelberg 1996
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Springer Book Archive
  • Print ISBN 978-3-540-60505-8
  • Online ISBN 978-3-642-61068-4
  • Buy this book on publisher's site