ESTIMATING EQUATIONS FOR PARAMETERS IN MEANS AND COVARIANCES OF MULTIVARIATE DISCRETE AND CONTINUOUS RESPONSES

被引:368
作者
PRENTICE, RL
ZHAO, LP
机构
关键词
CORRELATION; COVARIANCE; ESTIMATING EQUATIONS; QUADRATIC EXPONENTIAL MODEL; REGRESSION; SCORE EQUATIONS;
D O I
10.2307/2532642
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Generalized estimating equations are introduced in an ad hoc fashion for the covariance matrix of a multivariate response. These equations are to be solved jointly with score equations from a generalized linear model for mean parameters. A class of quadratic exponential models is used to develop joint estimating equations for mean and covariance parameters in a more systematic fashion, and proposals for the use of such equations are developed. Comments on the relative merits of the ad hoc and model-based approaches to estimation are given and a regression illustration with a bivariate response is provided.
引用
收藏
页码:825 / 839
页数:15
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