Fuzzy Algorithms: With Applications To Image Processing And Pattern Recognition
eBook - PDF

Fuzzy Algorithms: With Applications To Image Processing And Pattern Recognition

  1. 240 pages
  2. English
  3. PDF
  4. Available on iOS & Android
eBook - PDF

Fuzzy Algorithms: With Applications To Image Processing And Pattern Recognition

About this book


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.

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Yes, you can access Fuzzy Algorithms: With Applications To Image Processing And Pattern Recognition by Zheru Chi, Hong Yan, Tuan Pham in PDF and/or ePUB format, as well as other popular books in Ciencia de la computación & Ciencias computacionales general. We have over one million books available in our catalogue for you to explore.

Table of contents

  1. Contents
  2. Preface
  3. Acknowledgements
  4. Chapter 1 Introduction
  5. Chapter 2 Membership Functions
  6. Chapter 3 Optimal Image Thresholding
  7. Chapter 4 Fuzzy Clustering
  8. Chapter 5 Line Pattern Matching
  9. Chapter 6 Fuzzy Rule-based Systems
  10. Chapter 7 Combined Classifiers
  11. Bibliography
  12. Index