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Regression modeling strategies : with applications to linear models, logistic regression, and survival analysis / Frank E. Harrell, Jr.
- 作者： Harrell, Frank E.
- 其他題名：
- Springer series in statistics
- 出版： New York : Springer c2001.
- 叢書名： Springer series in statistics
- 主題： Linear models (Statistics) , Regression analysis
- ISBN： 0387952322 (hbk.) :: NT3,153
- 書目註：Includes bibliographical references (p. [527]-558) and index.
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讀者標籤：
- 系統號： 005116565 | 機讀編目格式
館藏資訊
This book presents information on regressions modeling strategies that address many issues arising when developing multivariable models using (real data) examples. It includes imputation methods for dealing with missing data effectively, methods for dealing with nonlinear relationships and for making the estimation of transformations a formal part of the modeling process, methods for dealing with “too many variables to analyze and not enough observations”, and powerful model validation techniques based on the bootstrap. The text deals with model uncertainty and its effect on inference. It also presents many graphical methods for communicating complex regression models to nonstatisticians.
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