Data Complexity in Pattern Recognition

Editors:

ISBN: 978-1-84628-171-6 (Print) 978-1-84628-172-3 (Online)

Table of contents (15 chapters)

  1. Front Matter

    Pages I-XV

  2. Theory and Methodology

    1. Front Matter

      Pages 1-1

    2. No Access

      Book Chapter

      Pages 1-23

      Measures of Geometrical Complexity in Classification Problems

    3. No Access

      Book Chapter

      Pages 25-58

      Object Representation, Sample Size, and Data Set Complexity

    4. No Access

      Book Chapter

      Pages 60-68

      Measures of Data and Classifier Complexity and the Training Sample Size

    5. No Access

      Book Chapter

      Pages 69-90

      Linear Separability in Descent Procedures for Linear Classifiers

    6. No Access

      Book Chapter

      Pages 91-114

      Data Complexity, Margin-Based Learning, and Popper’s Philosophy of Inductive Learning

    7. No Access

      Book Chapter

      Pages 115-134

      Data Complexity and Evolutionary Learning

    8. No Access

      Book Chapter

      Pages 135-152

      Classifier Domains of Competence in Data Complexity Space

    9. No Access

      Book Chapter

      Pages 153-169

      Data Complexity Issues in Grammatical Inference

  3. Applications

    1. Front Matter

      Pages 171-171

    2. No Access

      Book Chapter

      Pages 173-195

      Simple Statistics for Complex Feature Spaces

    3. No Access

      Book Chapter

      Pages 197-215

      Polynomial Time Complexity Graph Distance Computation for Web Content Mining

    4. No Access

      Book Chapter

      Pages 217-239

      Data Complexity in Clustering Analysis of Gene Microarray Expression Profiles

    5. No Access

      Book Chapter

      Pages 241-248

      Complexity of Magnetic Resonance Spectrum Classification

    6. No Access

      Book Chapter

      Pages 249-270

      Data Complexity in Tropical Cyclone Positioning and Classification

    7. No Access

      Book Chapter

      Pages 271-286

      Human-Computer Interaction for Complex Pattern Recognition Problems

    8. No Access

      Book Chapter

      Pages 287-298

      Complex Image Recognition and Web Security

  4. Back Matter

    Pages 299-300