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" Neural network learning and expert systems / "
Stephen I. Gallant.
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BL
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| Record Number
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626221
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| Doc. No
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dltt
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| Main Entry
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Gallant, Stephen I.
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| Title & Author
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Neural network learning and expert systems /\ Stephen I. Gallant.
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| Publication Statement
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Cambridge, Mass. :: MIT Press,, c1993.
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| Page. NO
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xvi, 365 p. :: ill. ;; 24 cm.
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| ISBN
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0262071452
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: 9780262071451
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| Notes
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"A Bradford Book."
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| Bibliographies/Indexes
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Includes bibliographical references (p. [349]-359) and index.
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| Contents
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FOREWORD -- 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 -- Appendix Representation Comparisons -- Bibliography -- INDEX.
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| Subject
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Neural networks (Computer science)
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Expert systems (Computer science)
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| LC Classification
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QA76.87.G35 1993
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