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Optimal Experimental Design with R.
・ISBN 978-1-4398-1697-4 hard GB£ 145.99
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電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-0-429-07557-5
| 著者・編者 | Rasch, Dieter / Pilz, Jurgen / Verdooren, L.R. / Gebhardt, Albrecht, |
|---|---|
| 出版社 | (Chapman & Hall/CRC, US) |
| 出版年月 | 2011 |
| ページ数 | 345 pp. |
| 言語 | ENG |
| ニュース番号 | <M25-1384> |
解説
Experimental design is often overlooked in the literature of applied and mathematical statistics: statistics is taught and understood as merely a collection of methods for analyzing data. Consequently, experimenters seldom think about optimal design, including prerequisites such as the necessary sample size needed for a precise answer for an experimental question.
Providing a concise introduction to experimental design theory, Optimal Experimental Design with R:
- Introduces the philosophy of experimental design
Provides an easy process for constructing experimental designs and calculating necessary sample size using R programs
Teaches by example using a custom made R program package: OPDOE
Consisting of detailed, data-rich examples, this book introduces experimenters to the philosophy of experimentation, experimental design, and data collection. It gives researchers and statisticians guidance in the construction of optimum experimental designs using R programs, including sample size calculations, hypothesis testing, and confidence estimation. A final chapter of in-depth theoretical details is included for interested mathematical statisticians.