عنوان

Neural network learning and expert systems /

(Number (ISBN

0262071452

(Number (ISBN

9780262071451

Number

dltt

Title Proper

Neural network learning and expert systems /

General Material Designation

[Book]

First Statement of Responsibility

Stephen I. Gallant.

Place of Publication, Distribution, etc.

Cambridge, Mass. :

Name of Publisher, Distributor, etc.

MIT Press,

Date of Publication, Distribution, etc.

c1993.

Specific Material Designation and Extent of Item

xvi, 365 p. :

Other Physical Details

ill. ;

Dimensions

24 cm.

Text of Note

"A Bradford Book."

Text of Note

Includes bibliographical references (p. [349]-359) and index.

Text of Note

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.

0

Expert systems (Computer science)

Neural networks (Computer science)

Class number

Book number

Gallant, Stephen I.

Date of Transaction

20140213085515.0

Electronic name

[Book]

Y