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

被引:369
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
相关论文
共 18 条
[11]  
McCullagh P., 1989, GEN LINEAR MODELS, DOI DOI 10.1007/978-1-4899-3242-6
[12]   AN EXTENDED QUASI-LIKELIHOOD FUNCTION [J].
NELDER, JA ;
PREGIBON, D .
BIOMETRIKA, 1987, 74 (02) :221-232
[13]   CORRELATED BINARY REGRESSION WITH COVARIATES SPECIFIC TO EACH BINARY OBSERVATION [J].
PRENTICE, RL .
BIOMETRICS, 1988, 44 (04) :1033-1048
[14]  
TEMKIN N, 1989, J NEUROSURG, V70, P314
[15]  
Whittle P, 1961, B INT STAT I, V39, P1
[16]   MODELS FOR LONGITUDINAL DATA - A GENERALIZED ESTIMATING EQUATION APPROACH [J].
ZEGER, SL ;
LIANG, KY ;
ALBERT, PS .
BIOMETRICS, 1988, 44 (04) :1049-1060
[17]   LONGITUDINAL DATA-ANALYSIS FOR DISCRETE AND CONTINUOUS OUTCOMES [J].
ZEGER, SL ;
LIANG, KY .
BIOMETRICS, 1986, 42 (01) :121-130
[18]   CORRELATED BINARY REGRESSION USING A QUADRATIC EXPONENTIAL MODEL [J].
ZHAO, LP ;
PRENTICE, RL .
BIOMETRIKA, 1990, 77 (03) :642-648