Neural network learning and expert systems

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Bibliographic Details
Main Author	Gallant, Stephen I.
Format	eBook
Language	English
Published	Cambridge, Mass. : MIT Press, c1993.
Subjects	Neural networks (Computer science) Expert systems (Computer science) elektronické knihy electronic books
Online Access	Full text
ISBN	9780262273404
Physical Description	1 online zdroj (xvi, 365 p.) : ill.

Cover

Table of Contents:

1. Introduction and important definitions
2. Representation issues
3. Perceptron learning and the pocket algorithm
4. Winner-take-all groups or linear machines
5. Autoassociators and one-shot learning
6. Mean squared error (MSE) algorithms
7. Unsupervised learning
8. The distributed method and radial basis functions
9. Computational learning theory and the BRD algorithm
10. Constructive algorithms
11. Backpropagation
12. Backpropagation : variations and applications
13. Simulated annealing and boltzmann machines
14. Expert systems and neural networks
15. Details of the MACIE system
16. Noise, redundancy, fault detection, and bayesian decision theory
17. Extracting rules from networks.