A PARAMETRIC MODEL FOR CLUSTER CORRELATED CATEGORICAL-DATA

被引:47
作者
MEESTER, SG [1 ]
MACKAY, J [1 ]
机构
[1] UNIV WATERLOO,DEPT STAT & ACTUARIAL SCI,WATERLOO,ON N2L 3G1,CANADA
关键词
CATEGORICAL DATA; CLUSTERED DATA; COPULAS; GENERALIZED LINEAR MODELS; MULTIVARIATE DISTRIBUTIONS;
D O I
10.2307/2533435
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A fully parametric copula model for symmetric dependent clustered categorical data is discussed. The model accommodates any marginal regression models of interest and admits a broad range of within-cluster association. The form of the distribution is independent of cluster size and may be used to model data with varying cluster sizes. The model contains an association parameter that is estimated from the data to give a measure of the strength of the within-cluster association and also a test of independence. Two examples are given to illustrate the methods.
引用
收藏
页码:954 / 963
页数:10
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