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Fuzzy Algorithms: With Applications to Image Processing and Pattern Recognition

TLDR
Fuzzy rules and defuzzification: rules based on experience learning from examples decision tree approach neural network approach minimization of fuzzy rulesdefuzzification and optimization applications concluding remarks.
Abstract
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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Citations
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Journal ArticleDOI

Ten years of genetic fuzzy systems: current framework and new trends

TL;DR: The objective of this paper is to provide an account of genetic fuzzy systems, with special attention to genetic fuzzy rule-based systems.
Book

Genetic Fuzzy Systems: Evolutionary Tuning And Learning Of Fuzzy Knowledge Bases

TL;DR: Fuzzy Rule-Based Systems Evolutionary Computation Introduction to Genetic Fuzzy Systems Genetic Tuning Processes Learning with Genetic Algorithms and Other Kinds of Evolutionary Fuzzies Applications.
Book ChapterDOI

CEDD: color and edge directivity descriptor: a compact descriptor for image indexing and retrieval

TL;DR: This paper deals with a new low level feature that is extracted from the images and can be used for indexing and retrieval, called "Color and Edge Directivity Descriptor" and incorporates color and texture information in a histogram.
Journal ArticleDOI

A survey on addressing high-class imbalance in big data

TL;DR: This paper provides a large survey of published studies within the last 8 years, focusing on high-class imbalance in big data in order to assess the state-of-the-art in addressing adverse effects due to class imbalance.
Journal ArticleDOI

A proposal on reasoning methods in fuzzy rule-based classification systems

TL;DR: The behaviour of a general reasoning method is described, six proposals for this general model are analyzed, and a method to learn the parameters of these FRMs by means of Genetic Algorithms is presented, adapting the inference mechanism to the set of rules.