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Books > Science & Mathematics > Biology, life sciences
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Components of Variance (Paperback)
Loot Price: R1,500
Discovery Miles 15 000
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Components of Variance (Paperback)
Series: Chapman & Hall/CRC Monographs on Statistics and Applied Probability
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Identifying the sources and measuring the impact of haphazard
variations are important in any number of research applications,
from clinical trials and genetics to industrial design and
psychometric testing. Only in very simple situations can such
variations be represented effectively by independent, identically
distributed random variables or by random sampling from a
hypothetical infinite population. Components of Variance
illuminates the complexities of the subject, setting forth its
principles with focus on both the development of models for
detailed analyses and the statistical techniques themselves. The
authors first consider balanced and unbalanced situations, then
move to the treatment of non-normal data, beginning with the
Poisson and binomial models and followed by extensions to survival
data and more general situations. In the final chapter, they
discuss ways of extending and assessing various models, including
the study of exceedances, the use of nonlinear representations, the
study of transformations of the response variable, and the detailed
examination of the distributional form of the underlying random
variables. Careful signposting and numerous examples from genetic
data analysis, clinical trial design, longitudinal data analysis,
industrial design, and meta-analysis make this book accessible -
and valuable - not only to statisticians but to all applied
research scientists who use statistical methods.
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