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Exploration and analysis of DNA microarray and other high-dimensional data / Dhammika Amaratunga, Javier Cabrera and Ziv Shkedy.

By: Contributor(s): Material type: TextTextSeries: Wiley series in probability and statisticsPublication details: New Jersey : John Wiley, c2014.Edition: 2nd edDescription: xvi, 317 p. : illustrations ; 25 cmISBN:
  • 9781118356333 (cloth)
Subject(s): DDC classification:
  • 000SB:572.636 23 Am485
Contents:
1. A brief introduction-- 2. Genomics basics-- 3. Microarrays-- 4. Processing the scanned image-- 5. Preprocessing microarray data-- 6. Summarization-- 7. Two-group comparative experiments-- 8. Model-based inference and experimental design considerations-- 9. Analysis of gene sets-- 10. Pattern discovery-- 11. Class prediction-- 12. Protein arrays-- References-- Index.
Summary: Praise for the First Edition " ... extremely well written ... a comprehensive and up-to-date overview of this important field."--Journal of Environmental Quality Exploration and Analysis of DNA Microarray and Other High-Dimensional Data, Second Edition provides comprehensive coverage of recent advancements in microarray data analysis. A cutting-edge guide, the Second Edition demonstrates various methodologies for analyzing data in biomedical research and offers an overview of the modern techniques used in microarray technology to.
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Includes bibliographical references (pages 298-312) and index.

1. A brief introduction--
2. Genomics basics--
3. Microarrays--
4. Processing the scanned image--
5. Preprocessing microarray data--
6. Summarization--
7. Two-group comparative experiments--
8. Model-based inference and experimental design considerations--
9. Analysis of gene sets--
10. Pattern discovery--
11. Class prediction--
12. Protein arrays--
References--
Index.

Praise for the First Edition " ... extremely well written ... a comprehensive and up-to-date overview of this important field."--Journal of Environmental Quality Exploration and Analysis of DNA Microarray and Other High-Dimensional Data, Second Edition provides comprehensive coverage of recent advancements in microarray data analysis. A cutting-edge guide, the Second Edition demonstrates various methodologies for analyzing data in biomedical research and offers an overview of the modern techniques used in microarray technology to.

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