Tree-based model checking for logistic regression
Abbreviated Journal Title
BIC; logistic regression; model checking; regression trees; GOODNESS; Mathematical & Computational Biology; Public, Environmental &; Occupational Health; Medical Informatics; Medicine, Research &; Experimental; Statistics & Probability
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.
Statistics in Medicine
"Tree-based model checking for logistic regression" (2007). Faculty Bibliography 2000s. 7690.