Fuzzy Algorithms: With Applications To Image Processing And Pattern Recognition
Will be published approx. on 1. October 1996
Book
Hardback
240 pages
978-981-02-2697-8 (ISBN)
Description
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.
More details
Series
Language
English
Place of publication
Singapore
Singapore
Target group
College/higher education
Professional and scholarly
Product notice
sewn/stitched
Dimensions
Height: 218 mm
Width: 160 mm
Thickness: 23 mm
Weight
499 gr
ISBN-13
978-981-02-2697-8 (9789810226978)
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Schweitzer Classification
Persons
Content
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.