Analyzing the Large Number of Variables in Biomedical and Satellite Imagery PDF (Adobe DRM) download by Phillip I. Good

Analyzing the Large Number of Variables in Biomedical and Satellite Imagery

Wiley
Publication date: February 2011
ISBN: 9780470937259
Digital Book format: PDF (Adobe DRM)

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This book grew out of an online interactive offered through statcourse.com, and it soon became apparent to the author that the course was too limited in terms of time and length in light of the broad backgrounds of the enrolled students. The statisticians who took the course needed to be brought up to speed both on the biological context as well as on the specialized statistical methods needed to handle large arrays. Biologists and physicians, even though fully knowledgeable concerning the procedures used to generate microaarrays, EEGs, or MRIs, needed a full introduction to the resampling methods—the bootstrap, decision trees, and permutation tests, before the specialized methods applicable to large arrays could be introduced. As the intended audience for this book consists both of statisticians and of medical and biological research workers as well as all those research workers who make use of satellite imagery including agronomists and meteorologists, the book provides a step-by-step approach to not only the specialized methods needed to analyze the data from microarrays and images, but also to the resampling methods, step-down multi-comparison procedures, multivariate analysis, as well as data collection and pre-processing. While many alternate techniques for analysis have been introduced in the past decade, the author has selected only those techniques for which software is available along with a list of the available links from which the software may be purchased or downloaded without charge. Topical coverage includes: very large arrays; permutation tests; applying permutation tests; gathering and preparing data for analysis; multiple tests; bootstrap; applying the bootstrap; classification methods; decision trees; and applying decision trees.
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Analyzing the Large Number of Variables in Biomedical and Satellite Imagery PDF (Adobe DRM) download by Phillip I. Good
Wiley, February 2011
ISBN: 9780470937259
EAN:  9780470937259
PDF (Adobe DRM)
List Price: $64.99 eBook price: $60.99
Analyzing the Large Number of Variables in Biomedical and Satellite Imagery ePub (Adobe DRM) download by Phillip I. Good
Wiley, May 2011
ISBN: 9781118002148
EAN:  9781118002148
ePub (Adobe DRM)
List Price: $64.99 eBook price: $60.99
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