Overview

This text deals with the subject of fuzzy algorithms and their applications to image processing and pattern recognition. Subjects covered include membership functions; fuzzy clustering; fuzzy rulers and defuzzification; fuzzy classifiers; and combined classifiers.

Full Product Details

Author:   Zheru Chi (Hong Kong Polytechnic Univ, Hong Kong) ,  Hong Yan (Univ Of Sydney, Australia) ,  Tuan Pham (Univ Of Sydney, Australia)
Publisher:   World Scientific Publishing Co Pte Ltd
Imprint:   World Scientific Publishing Co Pte Ltd
Volume:   10
ISBN:  

9789810226978

ISBN 10:   9810226977
Pages:   240
Publication Date:   01 October 1996
Audience:   College/higher education ,  Professional and scholarly ,  Postgraduate, Research & Scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   To order  
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Table of Contents

Introduction: Fuzzy sets; probability and fuzziness; fuzzy models. Membership functions: heuristic selections; clustering approaches; adjustment and toning; applications; concluding remarks. Fuzzy clustering: clustering and fuzzy partition; fuzzy c-means algorithm; fuzzy cohonen clustering networks; cluster validity and optimal fuzzy clustering; applications; concluding remarks. Fuzzy rules and defuzzification: rules based on experience; learning from examples; decision tree approach; neural network approach; minimization of fuzzy rules; defuzzification and optimization; applications; concluding remarks. Fuzzy classifiers: fuzzy nearest neighbour classifier; fuzzy multilayer perceptron; fuzy decision trees; fuzzy string matching; applications; concluding remarks. Combined clasifications: introduction; voting schemes; maximum poteriori probability; Dempster-Shafer evidence theory; trained perceptron neural networks; applications; concluding remarks.

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