Zheru Chi & Hong Yan 
FUZZY ALGORITHMS:WITH APPLNS TO… (V10) [PDF ebook] 

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