Title

Tree-Based Model Checking For Logistic Regression

Keywords

BIC; Logistic regression; Model checking; Regression trees

Abstract

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 © 2006 John Wiley & Sons, Ltd.

Publication Date

5-10-2007

Publication Title

Statistics in Medicine

Volume

26

Issue

10

Number of Pages

2154-2169

Document Type

Article

Personal Identifier

scopus

DOI Link

https://doi.org/10.1002/sim.2702

Socpus ID

34247584539 (Scopus)

Source API URL

https://api.elsevier.com/content/abstract/scopus_id/34247584539

This document is currently not available here.

Share

COinS