Tree-based model checking for logistic regression

被引：3
|
作者：
Su, Xiaogang [1 ]
机构：
[1] Univ Cent Florida, Dept Stat & Actuarial Sci, Orlando, FL 32816 USA
来源：
STATISTICS IN MEDICINE | 2007年 / 26卷 / 10期
关键词：
BIC; logistic regression; model checking; regression trees;
D O I：
10.1002/sim.2702
中图分类号：
Q [生物科学];
学科分类号：
07 ; 0710 ; 09 ;
摘要：
A tree procedure is proposed to check the adequacy of a fitted logistic regression model. The proposed method not only makes natural assessment for the logistic model, but also provides clues to amend its lack-of-fit. The resulting tree-augmented logistic model facilitates a refined model with meaningful interpretation. We demonstrate its use via simulation studies and an application to the Pima Indians diabetes data. Copyright (c) 2006 John Wiley & Sons, Ltd.
引用
收藏
页码：2154 / 2169
页数：16
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