A comparison of goodness of fit tests for the logistic GEE model

被引：39

作者：

Evans, S ^{[1
]}

Li, LL ^{[1
]}

机构：

[1] Harvard Univ, Sch Publ Hlth, Dept Biostat, Ctr Biostat AIDS Res, Boston, MA 02115 USA

来源：

STATISTICS IN MEDICINE | 2005年 / 24卷 / 08期

关键词：

goodness of fit; GEE; clustered binary data; logistic regression; type I error; power;

D O I：

10.1002/sim.2023

中图分类号：

Q [生物科学];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

Generalized estimating equations have become a popular regression method for analysing clustered binary data. Methods to assess the goodness of fit of the fitted models have recently been developed. However, evaluations and comparisons of these methods are limited. We discuss these methods and develop two additional statistics to evaluate goodness of fit. We evaluate the performance of each of the statistics with respect to type I error rates and power in a simulation study. Guidance is provided regarding appropriate use of the statistics under various scenarios. Copyright (c) 2004 John Wiley & Sons, Ltd.

引用

页码：1245 / 1261

页数：17

共 20 条

[1] Goodness-of-fit tests for GEE modeling with binary responses [J].

Barnhart, HX ;

Williamson, JM .

BIOMETRICS, 1998, 54 (02) :720-729

[2]

EVANS S, 1998, THESIS U MASSACHUSET

[3]

EVANS SR, 2004, IN PRESS COMMUNICATI, V33

[4]

HARDIN JW, 2002, GEN ESTIMATION EQUAT

[5]

Horton NJ, 1999, STAT MED, V18, P213, DOI 10.1002/(SICI)1097-0258(19990130)18:2<213::AID-SIM999>3.0.CO

[6]

2-E

[7] GOODNESS OF FIT TESTS FOR THE MULTIPLE LOGISTIC REGRESSION-MODEL [J].

HOSMER, DW ;

LEMESHOW, S .

COMMUNICATIONS IN STATISTICS PART A-THEORY AND METHODS, 1980, 9 (10) :1043-1069

[8]

Hosmer DW, 1997, STAT MED, V16, P965

[9]

Hosmer W., 2000, Applied Logistic Regression, VSecond

[10] THE WISCONSIN EPIDEMIOLOGIC-STUDY OF DIABETIC-RETINOPATHY .2. PREVALENCE AND RISK OF DIABETIC-RETINOPATHY WHEN AGE AT DIAGNOSIS IS LESS THAN 30 YEARS [J].

KLEIN, R ;

KLEIN, BEK ;

MOSS, SE ;

DAVIS, MD ;

DEMETS, DL .

ARCHIVES OF OPHTHALMOLOGY, 1984, 102 (04) :520-526

← 1 2 →