Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis [精装] Frank E., Jr. Harrell (作者) 分享我的评价 | 亚马逊正品行货 |
定价:
¥ 1,241.00
Product Details 基本信息
ISBN-13 书号
9780387952321
Author 作者
Frank E., Jr. Harrell
Format 版本
精装
Pages Number 页数
594页
Publisher 出版社
Springer-Verlag New YorkInc.; 1st ed. 2001. Corr. 2nd printing 2006
Publication Date 出版日期
2001年6月15日
Product Dimensions 商品尺寸
17.8 x 3.3 x 25.4 cm
Shipping Weight 商品重量
1.2 Kg
Language 语种
英语
Book Contents 内容简介
Many texts are excellent sources of knowledge about individualstatistical tools, but the art of data analysis is about choosingand using multiple tools. Instead of presenting isolatedtechniques, this text emphasizes problem solving strategies thataddress the many issues arising when developing multivariablemodels using real data and not standard textbook examples. Itincludes imputation methods for dealing with missing dataeffectively, methods for dealing with nonlinear relationships andfor making the estimation of transformations a formal part of themodeling process, methods for dealing with "too many variables toanalyze and not enough observations," and powerful model validationtechniques based on the bootstrap. This text realistically dealswith model uncertainty and its effects on inference to achieve"safe data mining".