Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis [精装]
Frank E., Jr. Harrell (作者)
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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 |
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".