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

页码：2154 / 2169

页数：16

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