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Biostatistical Design and Analysis Using R: A Practical Guide.
・ISBN 978-1-4051-9008-4 paper US$ 71.95
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| 著者・編者 | Logan, Murray, |
|---|---|
| 出版社 | (Wiley-Blackwell, UK) |
| 出版年月 | 2010 |
| ページ数 | 576 pp. |
| 言語 | ENG |
| ニュース番号 | ＜A00-17629＞ |
解説
R - the statistical and graphical environment is rapidly emerging as an important set of teaching and research tools for biologists. This book draws upon the popularity and free availability of R to couple the theory and practice of biostatistics into a single treatment, so as to provide a textbook for biologists learning statistics, R, or both. An abridged description of biostatistical principles and analysis sequence keys are combined together with worked examples of the practical use of R into a complete practical guide to designing and analyzing real biological research.
Topics covered include:
- simple hypothesis testing, graphing
- exploratory data analysis and graphical summaries
- regression (linear, multi and non-linear)
- simple and complex ANOVA and ANCOVA designs (including nested, factorial, blocking, spit-plot and repeated measures)
- frequency analysis and generalized linear models.
Linear mixed effects modeling is also incorporated extensively throughout as an alternative to traditional modeling techniques.
The book is accompanied by a companion website www.wiley.com/go/logan/r with an extensive set of resources comprising all R scripts and data sets used in the book, additional worked examples, the biology package, and other instructional materials and links.