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Neural smithing [electronic resource] : supervised learning in feedforward artificial neural networks / Russell D. Reed and Robert J. Marks II.

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Bibliographic Details
Online Access: Full Text (via MIT Press)
Main Author: Reed, Russell D.
Other Authors: Marks, Robert J., II (Robert Jackson), 1950-
Format: Electronic eBook
Language:English
Published: Cambridge, Mass. : MIT Press, ©1999.
©1999.
Series:Bradford book.
Subjects:
Neural networks (Computer science)
Table of 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.

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