UID:
almafu_9961294362202883
Format:
1 online resource (xvii, 537 pages) :
,
digital, PDF file(s).
ISBN:
1-107-08566-7
,
0-521-00976-6
,
1-107-37002-7
,
1-280-41953-9
,
9786610419531
,
0-511-80638-8
,
0-511-17621-X
,
0-511-56154-7
,
0-511-07655-X
Content:
An essential textbook for any student or researcher in biology needing to design experiments, sample programs or analyse the resulting data. The text begins with a revision of estimation and hypothesis testing methods, covering both classical and Bayesian philosophies, before advancing to the analysis of linear and generalized linear models. Topics covered include linear and logistic regression, simple and complex ANOVA models (for factorial, nested, block, split-plot and repeated measures and covariance designs), and log-linear models. Multivariate techniques, including classification and ordination, are then introduced. Special emphasis is placed on checking assumptions, exploratory data analysis and presentation of results. The main analyses are illustrated with many examples from published papers and there is an extensive reference list to both the statistical and biological literature. The book is supported by a website that provides all data sets, questions for each chapter and links to software.
Note:
Title from publisher's bibliographic system (viewed on 18 Jul 2016).
,
Introduction -- Estimation -- Hypothesis testing -- Graphical exploration of data -- Correlation and regression -- Multiple and complex regression -- Design and power analysis -- Comparing groups or treatments : analysis of variance -- Multifactor analysis of variance -- Randomized blocks and simple repeated measures : unreplicated two factor designs -- Split-plot and repeated measures designs : partly nested analyses of variance -- Analyses of covariance -- Generalized linear models and logistic regression -- Analyzing frequencies -- Introduction to multivariate analyses -- Multivariate analysis of variance and discriminant analysis -- Principal components and correspondence analysis -- Multidimensional scaling and cluster analysis -- Presentation of results.
,
English
Additional Edition:
ISBN 0-511-07812-9
Additional Edition:
ISBN 0-521-81128-7
Language:
English
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