Neural networks for statistical modeling /

Neural networks for statistical modeling /

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Bibliographic Details
Author / Creator:	Smith, Murray, 1944-
Imprint:	New York : Van Nostrand Reinhold, c1993.
Description:	xiv, 235 p. : ill. ; 23 cm.
Language:	English
Subject:	Neural networks (Computer science) Mathematical statistics -- Computer simulation. Mathematical statistics -- Computer simulation. Neural networks (Computer science)
Format:	Print Book
URL for this record:	http://pi.lib.uchicago.edu/1001/cat/bib/1457618

Hidden Bibliographic Details
ISBN:	0442013108
Notes:	Includes bibliographical references and index.

Table of Contents:

Introduction
1. Mapping Functions
2. Basic Concepts
3. Error Derivatives
4. Learning Laws
5. Weight Initialization
6. The Course of Learning: An Example
7. Overfitting
8. Cross Validation
9. Preparing the Data
10. Representing Variables
11. Using the Model
Appendix 1: Alternative Techniques
Appendix 2: Error Derivatives
Appendix 3: Computer Program
Appendix 4: Answers to Exercises
Appendix 5: Summary of Symbols.