Neural Networks for Statistical Modeling / Edition 1

Neural Networks for Statistical Modeling / Edition 1

by Murray Smith, Smithm
     
 

ISBN-10: 1850328420

ISBN-13: 9781850328421

Pub. Date: 11/28/1993

Publisher: Cengage Learning

Product Details

ISBN-13:
9781850328421
Publisher:
Cengage Learning
Publication date:
11/28/1993
Pages:
240
Product dimensions:
5.99(w) x 8.91(h) x 0.68(d)

Table of Contents

Preface
Acknowledgements
Introduction1
1Mapping Functions31
2Basic Concepts59
3Error Derivatives65
4Learning Laws77
5Weight Initialization95
6The Course of Learning: An Example99
7Overfitting111
8Cross Validation117
9Preparing the Data133
10Representing Variables151
11Using the Model169
Appendix 1: Alternative Techniques181
Appendix 2: Error Derivatives209
Appendix 3: Computer Program213
Appendix 4: Answers to Exercises221
Appendix 5: Summary of Symbols227
Index231

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