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Author:   Shigeo Abe
Publisher:   Springer London Ltd
Imprint:   Springer London Ltd
Edition:   2001 ed.
Dimensions:   Width: 15.50cm , Height: 2.00cm , Length: 23.50cm
Weight:   1.480kg
ISBN:  

9781852333522

ISBN 10:   1852333529
Pages:   327
Publication Date:   11 December 2000
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   In Print  
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Table of Contents

I. Pattern Classification.- 1. Introduction.- 2. Multilayer Neural Network Classifiers.- 3. Support Vector Machines.- 4. Membership Functions.- 5. Static Fuzzy Rule Generation.- 6. Clustering.- 7. Tuning of Membership Functions.- 8. Robust Pattern Classification.- 9. Dynamic Fuzzy Rule Generation.- 10. Comparison of Classifier Performance.- 11. Optimizing Features.- 12. Generation of Training and Test Data Sets.- II. Function Approximation.- 13. Introduction.- 14. Fuzzy Rule Representation and Inference.- 15. Fuzzy Rule Generation.- 16. Robust Function Approximation.- III. Appendices.- A. Conventional Classifiers.- A.1 Bayesian Classifiers.- A.2 Nearest Neighbor Classifiers.- A.2.1 Classifier Architecture.- A.2.2 Performance Evaluation.- B. Matrices.- B.1 Matrix Properties.- B.2 Least-squares Method and Singular Value Decomposition.- B.3 Covariance Matrix.- References.

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