Andy Hector (2015): the new statistics with R: an introduction for biologists. Oxford University Press, 224 pp., $125.00 (hardcover), $49.95 (paper), ISBN 978-0-19-872906-8
Andy Hector (2015): the new statistics with R: an introduction for biologists. Oxford University Press, 224 pp., $125.00 (hardcover), $49.95 (paper), ISBN 978-0-19-872906-8
复制标题
Andy Hector (2015)：R 的新统计：生物学家简介。
DOI：
10.1007/s00362-017-0902-z
复制
发表时间：
2017
影响因子：
1.3
通讯作者：
Zheng Xu
中科院分区：
文献类型：
--
作者：
Zheng Xu
这本书提供了应用统计知识的研究人员在生物和环境科学。它最大限度地减少了必要的数学，并在单独的框中解释统计概念和理论（最后一章除外），以便不干扰数据的分析。作者着重研究了频率线性模型框架。在介绍性章节之后（在最后的附录中为初学者提供了R的概述），第2章和第3章介绍了方差分析和学生t检验。第四章讨论了线性回归中的模型拟合、预测和诊断。第5章是基于均值和区间的不同群体的数值比较，第6章和第7章是连续变量和分类变量的相互作用效应。第8-11章扩展了基本的线性模型，最后一章展示了如何通过图形呈现结果，并警告要谨慎对待p值。书动手
This book provides applied statistical knowledge for researchers in biological and environmental sciences. It minimizes the necessary mathematics and explains statistical concepts and theories in separated boxes (except the final chapter) in order not to disrupt the analysis of the data. The author focuses on the frequentist linear model framework. After an introduc-tory chapter (with an overview of R for beginners in an appendix at the end), Chapters 2 and 3 present ANOVA and Student’s t -test. Chapter 4 discusses model fitting, predic-tion and diagnostics in linear regression. Chapter 5 is on the comparison of different groups numerically based on means and intervals, followed by interaction effects for continuous and categorical variables in Chapters 6 and 7. Chapters 8–11 then extend basic linear models, and the last chapter shows how to present results via graphs and warns to be cautious about p -values. books hands-on