Statistical Analysis of Gene Expression Microarray Data - Hardcover

Terry Speed

  • 3.17 out of 5 stars
    6 ratings by Goodreads
 
9781584883272: Statistical Analysis of Gene Expression Microarray Data
Hardcover
ISBN 10: 1584883278 ISBN 13: 9781584883272
Publisher: Chapman and Hall/CRC, 2003

Synopsis

Although less than a decade old, the field of microarray data analysis is now thriving and growing at a remarkable pace. Biologists, geneticists, and computer scientists as well as statisticians all need an accessible, systematic treatment of the techniques used for analyzing the vast amounts of data generated by large-scale gene expression studies. And there is arguably no group better qualified to do so than the authors of this book.

Statistical Analysis of Gene Expression Microarray Data promises to become the definitive basic reference in the field. Under the editorship of Terry Speed, some of the world's most pre-eminent authorities have joined forces to present the tools, features, and problems associated with the analysis of genetic microarray data. These include::

  • Model-based analysis of oligonucleotide arrays, including expression index computation, outlier detection, and standard error applications
  • Design and analysis of comparative experiments involving microarrays, with focus on \ two-color cDNA or long oligonucleotide arrays on glass slides
  • Classification issues, including the statistical foundations of classification and an overview of different classifiers
  • Clustering, partitioning, and hierarchical methods of analysis, including techniques related to principal components and singular value decomposition

    Although the technologies used in large-scale, high throughput assays will continue to evolve, statistical analysis will remain a cornerstone of their success and future development. Statistical Analysis of Gene Expression Microarray Data will help you meet the challenges of large, complex datasets and contribute to new methodological and computational advances.

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    About the Author

    Terry Speed

    "About this title" may belong to another edition of this title.

    Publisher
    Chapman and Hall/CRC
    Publication date
    2003
    Language
    English
    ISBN 10 
    1584883278
    ISBN 13 
    9781584883272
    Binding
    Hardcover
    Edition number
    1
    Number of pages
    240
    Rating
    • 3.17 out of 5 stars
      6 ratings by Goodreads

    Other Popular Editions of the Same Title

    9780367413354: Statistical Analysis Of Gene Expression Microarray Data

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    ISBN 10:  0367413353 ISBN 13:  9780367413354
    Publisher: Chapman And Hall/Crc
    Hardcover