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A Student's Guide to Bayesian Statistics. 学生向けベイズ統計学案内
・ISBN 978-1-4739-1635-7 hard GB£ 154.00
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・ISBN 978-1-4739-1636-4 paper GB£ 52.99
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| 著者・編者 | Lambert, Ben, |
|---|---|
| 出版社 | (Sage, UK) |
| 出版年月 | 2018 |
| ページ数 | 520 pp. |
| 言語 | ENG |
| ニュース番号 | <639-428 639-P921> |
解説
Supported by a wealth of learning features, exercises, and visual elements as well as online video tutorials and interactive simulations, this book is the first student-focused introduction to Bayesian statistics.
Without sacrificing technical integrity for the sake of simplicity, the author draws upon accessible, student-friendly language to provide approachable instruction perfectly aimed at statistics and Bayesian newcomers. Through a logical structure that introduces and builds upon key concepts in a gradual way and slowly acclimatizes students to using R and Stan software, the book covers:
- An introduction to probability and Bayesian inference
- Understanding Bayes' rule
- Nuts and bolts of Bayesian analytic methods
- Computational Bayes and real-world Bayesian analysis
- Regression analysis and hierarchical methods
This unique guide will help students develop the statistical confidence and skills to put the Bayesian formula into practice, from the basic concepts of statistical inference to complex applications of analyses.