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Analyzing the Large Number of Variables in Biomedical and Satellite Imagery (Paperback)
Loot Price: R2,028
Discovery Miles 20 280
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Analyzing the Large Number of Variables in Biomedical and Satellite Imagery (Paperback)
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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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