Research Catalog

Title

A practical approach to microarray data analysis / edited by Daniel P. Berrar, Werner Dubitzky, Martin Granzow.

Publication

Boston : Kluwer Academic Publishers, c2003.

Items in the Library & Off-site

Details

Additional Authors

• Berrar, Daniel P., 1972-
• Dubitzky, Werner, 1958-
• Granzow, Martin, 1970-

Description

xv, 368 p. : ill.; 25 cm.

Subject

• DNA microarrays
• Oligonucleotide Array Sequence Analysis > methods

Bibliography (note)

• Includes bibliographical references and index.

Contents

• 1. Introduction to Microarray Data Analysis / Werner Dubitzky, Martin Granzow, C. Stephen Downes and Daniel Berrar -- 2. Data Pre-Processing Issues in Microarray Analysis / Nicholas A. Tinker, Laurian S. Robert, Gail Butler and Linda J. Harris -- 3. Missing Value Estimation / Olga G. Troyanskaya, David Botstein and Russ B. Altman -- 4. Normalization / Norman Morrison and David C. Hoyle -- 5. Singular Value Decomposition and Principal Component Analysis / Michael E. Wall, Andreas Rechtsteiner and Luis M. Rocha -- 6. Feature Selection in Microarray Analysis / Eric P. Xing -- 7. Introduction to Classification in Microarray Experiments / Sandrine Dudoit and Jane Fridlyand -- 8. Bayesian Network Classifiers for Gene Expression Analysis / Byoung-Tak Zhang and Kyu-Baek Hwang -- 9. Classifying Microarray Data Using Support Vector Machines / Sayan Mukherjee -- 10. Weighted Flexible Compound Covariate Method for Classifying Microarray Data / Yu Shyr and KyungMann Kim --
• 11. Classification of Expression Patterns Using Artificial Neural Networks / Markus Ringner, Patrik Eden and Peter Johansson -- 12. Gene Selection and Sample Classification Using a Genetic Algorithm and k-Nearest Neighbor Method / Leping Li and Clarice R. Weinberg -- 13. Clustering Genomic Expression Data: Design and Evaluation Principles / Francisco Azuaje and Nadia Bolshakova -- 14. Clustering or Automatic Class Discovery: Hierarchical Methods / Derek C. Stanford, Douglas B. Clarkson and Antje Hoering -- 15. Discovering Genomic Expression Patterns with Self-Organizing Neural Networks / Francisco Azuaje -- 16. Clustering or Automatic Class Discovery: non-hierarchical, non-SOM / Ka Yee Yeung -- 17. Correlation and Association Analysis / Simon M. Lin and Kimberly F. Johnson -- 18. Global Functional Profiling of Gene Expression Data / Sorin Draghici and Stephen A. Krawetz -- 19. Microarray Software Review / Yuk Fai Leung, Dennis Shun Chiu Lam and Chi Pui Pang --
• 20. Microarray Analysis as a Process / Susan Jensen.

ISBN

1402072600 (alk. paper)

LCCN

2002034174

OCLC

• ocm50519150
• SCSB-4794494

Owning Institutions

Columbia University Libraries