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Neural networks for statistical modeling

Author: Murray Smith
Publisher: New York : Van Nostrand Reinhold, 1993.
Edition/Format:   Print book : EnglishView all editions and formats
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Additional Physical Format: Online version:
Smith, Murray, 1944-
Neural networks for statistical modeling.
New York : Van Nostrand Reinhold, 1993
(OCoLC)651869990
Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Murray Smith
ISBN: 0442013108 9780442013103
OCLC Number: 27145760
Description: xiv, 235 pages : illustrations ; 23 cm
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.
Responsibility: Murray Smith.
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