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Neural smithing : supervised learning in feedforward artificial neural networks
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Neural smithing : supervised learning in feedforward artificial neural networks

Author: Russell D Reed; Robert J Marks
Publisher: Cambridge, Mass. : MIT Press, ©1999.
Series: Bradford book.
Edition/Format:   eBook : EnglishView all editions and formats
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Reed, Russell D.
Neural smithing.
Cambridge, Mass. : MIT Press, c1999
(DLC) 98013416
(OCoLC)38468402
Material Type: Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Russell D Reed; Robert J Marks
ISBN: 0585078386 9780585078380
OCLC Number: 42856076
Notes: "A Bradford book."
Description: 1 online resource (viii, 346 p.) : ill.
Contents: 1. Introduction --
2. Supervised learning --
3. Single-layer networks --
4. MLP representational capabilities --
5. Back-propagation --
6. Learning rate and momentum --
7. Weight-initialization techniques --
8. The error surface --
9. Faster variations of back-propagation --
10. Classical optimization techniques --
11. Genetic algorithms and neural networks --
12. Constructive methods --
13. Pruning algorithms --
14. Factors influencing generalization --
15. Generalization prediction and assessment --
16. Heuristics for improving generalization --
17. Effects of training with noisy inputs.
Series Title: Bradford book.
Responsibility: Russell D. Reed and Robert J. Marks II.

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