Exploration and Analysis of DNA Microarray and Other High-Dimensional Data
eBook - ePub

Exploration and Analysis of DNA Microarray and Other High-Dimensional Data

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

Exploration and Analysis of DNA Microarray and Other High-Dimensional Data

About this book

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 study patterns of gene activity.

The new edition answers the need for an efficient outline of all phases of this revolutionary analytical technique, from preprocessing to the analysis stage. Utilizing research and experience from highly-qualified authors in fields of data analysis, Exploration and Analysis of DNA Microarray and Other High-Dimensional Data, Second Edition features:

  • A new chapter on the interpretation of findings that includes a discussion of signatures and material on gene set analysis, including network analysis
  • New topics of coverage including ABC clustering, biclustering, partial least squares, penalized methods, ensemble methods, and enriched ensemble methods
  • Updated exercises to deepen knowledge of the presented material and provide readers with resources for further study

The book is an ideal reference for scientists in biomedical and genomics research fields who analyze DNA microarrays and protein array data, as well as statisticians and bioinformatics practitioners. Exploration and Analysis of DNA Microarray and Other High-Dimensional Data, Second Edition is also a useful text for graduate-level courses on statistics, computational biology, and bioinformatics.

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Yes, you can access Exploration and Analysis of DNA Microarray and Other High-Dimensional Data by Dhammika Amaratunga,Javier Cabrera,Ziv Shkedy in PDF and/or ePUB format, as well as other popular books in Mathematics & Probability & Statistics. We have over one million books available in our catalogue for you to explore.

Information

Publisher
Wiley
Year
2014
Print ISBN
9781118356333
eBook ISBN
9781118364529

Table of contents

  1. Cover
  2. Title Page
  3. Copyright
  4. Dedication
  5. Preface
  6. Chapter 1: A Brief Introduction
  7. Chapter 2: Genomics Basics
  8. Chapter 3: Microarrays
  9. Chapter 4: Processing the Scanned Image
  10. Chapter 5: Preprocessing Microarray Data
  11. Chapter 6: Summarization
  12. Chapter 7: Two-Group Comparative Experiments
  13. Chapter 8: Model-Based Inference and Experimental Design Considerations
  14. Chapter 9: Analysis of Gene Sets
  15. Chapter 10: Pattern Discovery
  16. Chapter 11: Class Prediction
  17. Chapter 12: Protein Arrays
  18. References
  19. Index
  20. Series