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

共 50 条

[1] Tree-Based Logistic Regression Approach for Work Zone Casualty Risk Assessment
Weng, Jinxian
Meng, Qiang
Wang, David Z. W.
RISK ANALYSIS, 2013, 33 (03) : 493 - 504
[2] Business success prediction in Rwanda: a comparison of tree-based models and logistic regression classifiers
Francis Kipkogei
Ignace H. Kabano
Belle Fille Murorunkwere
Nzabanita Joseph
SN Business & Economics, 1 (8):
[3] Evaluating the Ability of Tree-Based Methods and Logistic Regression for the Detection of SNP-SNP Interaction
Garcia-Magarinos, Manuel
Lopez-de-Ullibarri, Inaki
Cao, Ricardo
Salas, Antonio
ANNALS OF HUMAN GENETICS, 2009, 73 : 360 - 369
[4] Inductive learning of tree-based regression models
Torgo, L
AI COMMUNICATIONS, 2000, 13 (02) : 137 - 138
[5] Tree-Based Methods as an Alternative to Logistic Regression in Revealing Risk Factors of Crib-Biting in Horses
Nagy, Krisztina
Reiczigel, Jena
Harnos, Andrea
Schrott, Aniko
Kabai, Peter
JOURNAL OF EQUINE VETERINARY SCIENCE, 2010, 30 (01) : 21 - 26
[6] A cluster tree based model selection approach for logistic regression classifier
Tanju, Ozge
Kalaylioglu, Zeynep
JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2018, 88 (07) : 1394 - 1414
[7] Regression tree-based dependency modeling for dynamic systems
Van Welden, DF
Kerckhoffs, EJH
SIMULATION AND MODELLING: ENABLERS FOR A BETTER QUALITY OF LIFE, 2000, : 219 - 226
[8] Coefficient-Wise Tree-Based Varying Coefficient Regression with vcrpart
Buergin, Reto
Ritschard, Gilbert
JOURNAL OF STATISTICAL SOFTWARE, 2017, 80 (06): : 1 - 33
[9] Prediction of water solubility and Setschenow coefficients by tree-based regression strategies
De Stefano, Concetta
Lando, Gabriele
Malegori, Cristina
Oliveri, Paolo
Sammartano, Silvio
JOURNAL OF MOLECULAR LIQUIDS, 2019, 282 : 401 - 406
[10] Student Dropout Model Based on Logistic Regression
Cuji Chacha, Blanca Rocio
Gavilanes Lopez, Wilma Lorena
Vicente Guerrero, Victor Xavier
Villacis Villacis, Wilma Guadalupe
APPLIED TECHNOLOGIES (ICAT 2019), PT II, 2020, 1194 : 321 - 333

← 1 2 3 4 5 →