SMALL SAMPLE CHARACTERISTICS OF GENERALIZED ESTIMATING EQUATIONS

被引:30
作者
GUNSOLLEY, JC [1 ]
GETCHELL, C [1 ]
CHINCHILLI, VM [1 ]
机构
[1] VIRGINIA COMMONWEALTH UNIV,DEPT PERIODONT,RICHMOND,VA
基金
美国国家卫生研究院;
关键词
GENERALIZED ESTIMATING EQUATIONS; SIMULATION; PERIODONTAL DISEASE;
D O I
10.1080/03610919508813280
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The aim of this study was to investigate the Type I error rate of hypothesis testing based on generalized estimating equations (GEE) for data characteristic of periodontal clinical trials. The data in these studies consist of a large number of binary responses from each subject and a small number of subjects (Haffajee et al. (1983), Goodson (1986), Jenkins et al. (1988)) Computer simulations were employed to investigate GEE based both on an empirical estimate of the variance-covariance matrix and a model-based estimate. Results from this investigation indicate that hypothesis testing based on GEE resulted in inappropriate Type I error rates when small samples are employed. Only an increase in the number of subjects to the point where it matched the number of observations per subject resulted in appropriate Type I error rates.
引用
收藏
页码:869 / 878
页数:10
相关论文
共 9 条
[1]   CLINICAL MEASUREMENTS OF PERIODONTITIS [J].
GOODSON, JM .
JOURNAL OF CLINICAL PERIODONTOLOGY, 1986, 13 (05) :446-455
[2]   INTRACLASS CORRELATIONS OF PERIODONTAL MEASUREMENTS [J].
HAFFAJEE, AD ;
SOCRANSKY, SS ;
GOODSON, JM ;
LINDHE, J .
JOURNAL OF CLINICAL PERIODONTOLOGY, 1985, 12 (03) :216-224
[3]   COMPARISON OF DIFFERENT DATA ANALYSES FOR DETECTING CHANGES IN ATTACHMENT LEVEL [J].
HAFFAJEE, AD ;
SOCRANSKY, SS ;
GOODSON, JM .
JOURNAL OF CLINICAL PERIODONTOLOGY, 1983, 10 (03) :298-310
[4]   ATTACHMENT LEVEL CHANGES IN DESTRUCTIVE PERIODONTAL-DISEASES [J].
HAFFAJEE, AD ;
SOCRANSKY, SS .
JOURNAL OF CLINICAL PERIODONTOLOGY, 1986, 13 (05) :461-472
[5]   LONGITUDINAL-STUDY OF UNTREATED PERIODONTITIS .1. CLINICAL FINDINGS [J].
JENKINS, WMM ;
MACFARLANE, TW ;
GILMOUR, WH .
JOURNAL OF CLINICAL PERIODONTOLOGY, 1988, 15 (05) :324-330
[6]   LONGITUDINAL DATA-ANALYSIS USING GENERALIZED LINEAR-MODELS [J].
LIANG, KY ;
ZEGER, SL .
BIOMETRIKA, 1986, 73 (01) :13-22
[7]   CORRELATED BINARY REGRESSION WITH COVARIATES SPECIFIC TO EACH BINARY OBSERVATION [J].
PRENTICE, RL .
BIOMETRICS, 1988, 44 (04) :1033-1048
[8]  
Sharples K., 1992, J STAT COMPUT SIMUL, V42, P1, DOI DOI 10.1080/00949659208811406
[9]   CORRELATED BINARY REGRESSION USING A QUADRATIC EXPONENTIAL MODEL [J].
ZHAO, LP ;
PRENTICE, RL .
BIOMETRIKA, 1990, 77 (03) :642-648