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Advances in Fuzzy Systems — Applications and Theory - Vol. 10

FUZZY ALGORITHMS: WITH APPLICATIONS TO IMAGE PROCESSING AND PATTERN RECOGNITION

by Zheru Chi (Hong Kong Polytechnic University, Hong Kong), Hong Yan & Tuan Pham (University of Sydney, Australia)


Contents:

  • Introduction: Basic Concepts of Fuzzy Sets
  • Fuzzy Relations
  • Fuzzy Models for Image Processing and Pattern Recognition
  • Membership Functions: Introduction
  • Heuristic Selections
  • Clustering Approaches
  • Tuning of Membership Functions
  • Concluding Remarks
  • Optimal Image Thresholding: Introduction
  • Threshold Selection Based on Statistical Decision Theory
  • Non-fuzzy Thresholding Algorithms
  • Fuzzy Thresholding Algorithm
  • Unified Formulation of Three Thresholding Algorithms
  • Multilevel Thresholding
  • Applications
  • Concluding Remarks
  • Fuzzy Clustering: Introduction
  • C-Means Algorithm
  • Fuzzy C-Means Algorithm
  • Comparison between Hard and Fuzzy Clustering Algorithms
  • Cluster Validity
  • Applications
  • Concluding Remarks
  • Line Pattern Matching: Introduction
  • Similarity Measures between Line Segments
  • Basic Matching Algorithm
  • Dealing with Noisy Patterns
  • Dealing with Rotated Patterns
  • Applications
  • Concluding Remarks
  • Fuzzy Rule-based Systems: Introduction
  • Learning from Examples
  • Decision Tree Approach
  • Fuzzy Aggregation Network Approach
  • Minimization of Fuzzy Rules
  • Defuzzification and Optimization
  • Applications
  • Concluding Remarks
  • Combined Classifiers: Introduction
  • Voting Schemes
  • Maximum Posteriori Probability
  • Multilayer Perceptron Approach
  • Fuzzy Measures and Fuzzy Integrals
  • Applications
  • Concluding Remarks


Readership: Engineers and computer scientists.

240pp Pub. date: Oct 1996
ISBN 981-02-2697-7 US$55 / £38
ISBN 981-02-3652-2(pbk) US$28 / £19


Copyright © 2009 World Scientific Publishing Co. All rights reserved.
Updated on 6 January 2009