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9780412465307

Networks and Chaos - Statistical and Probabilistic Aspects

by ;
  • ISBN13:

    9780412465307

  • ISBN10:

    0412465302

  • Format: Hardcover
  • Copyright: 1993-07-22
  • Publisher: Chapman & Hall/
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List Price: $185.00

Summary

This volume consists of a collection of tutorial papers by leading experts on statistical and probabilistic aspects of chaos and networks, in particular neural networks. While written for the non-expert, they are intended to bring the reader up to the forefront of knowledge and research in the subject areas concerned. The papers, which contain extensive references to the literature, can separately or in various combinations serve as bases for short- or full-length courses, at graduate or more advanced levels.The papers are directed not only to mathematical statisticians but also to students and researchers in related fields of biology, engineering, geology, physics and probability.

Table of Contents

List of contributors
Preface
Mathematical methods of neurocomputingp. 1
Statistical aspects of neural networksp. 40
Appendix 2A Derivation of back-propagationp. 107
Appendix 2B Discrimination via regressionp. 109
Statistical aspects of chaos: a reviewp. 124
Chaotic dynamical systems with a view towards statistics: a reviewp. 201
A tutorial on queuing networksp. 251
River networks: a brief guide to the literature for statisticians and probabilistsp. 276
Random graphical networksp. 288
Indexp. 302
Table of Contents provided by Blackwell. All Rights Reserved.

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