2003

A Practical Approach to Microarray Data Analysis

Editors:

ISBN: 978-1-4020-7260-4 (Print) 978-0-306-47815-4 (Online)

Table of contents (20 chapters)

  1. No Access

    Book Chapter

    Pages 1-46

    Introduction to Microarray Data Analysis

  2. No Access

    Book Chapter

    Pages 47-64

    Data Pre-Processing Issues in Microarray Analysis

  3. No Access

    Book Chapter

    Pages 65-75

    Missing Value Estimation

  4. No Access

    Book Chapter

    Pages 76-90

    Normalization

  5. No Access

    Book Chapter

    Pages 91-109

    Singular Value Decomposition and Principal Component Analysis

  6. No Access

    Book Chapter

    Pages 110-131

    Feature Selection in Microarray Analysis

  7. No Access

    Book Chapter

    Pages 132-149

    Introduction to Classification in Microarray Experiments

  8. No Access

    Book Chapter

    Pages 150-165

    Bayesian Network Classifiers for Gene Expression Analysis

  9. No Access

    Book Chapter

    Pages 166-185

    Classifying Microarray Data Using Support Vector Machines

  10. No Access

    Book Chapter

    Pages 186-200

    Weighted Flexible Compound Covariate Method for Classifying Microarray Data

  11. No Access

    Book Chapter

    Pages 201-215

    Classification of Expression Patterns Using Artificial Neural Networks

  12. No Access

    Book Chapter

    Pages 216-229

    Gene Selection and Sample Classification Using a Genetic Algorithm and k-Nearest Neighbor Method

  13. No Access

    Book Chapter

    Pages 230-245

    Clustering Genomic Expression Data: Design and Evaluation Principles

  14. No Access

    Book Chapter

    Pages 246-260

    Clustering or Automatic Class Discovery: Hierarchical Methods

  15. No Access

    Book Chapter

    Pages 261-273

    Discovering Genomic Expression Patterns with Self-Organizing Neural Networks

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    Book Chapter

    Pages 274-288

    Clustering or Automatic Class Discovery: Non-Hierarchical, non-SOM

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    Book Chapter

    Pages 289-305

    Correlation and Association Analysis

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    Book Chapter

    Pages 306-325

    Global Functional Profiling of Gene Expression Data

  19. No Access

    Book Chapter

    Pages 326-344

    Microarray Software Review

  20. No Access

    Book Chapter

    Pages 345-360

    Microarray Analysis as a Process