Three corrected score tests for generalized linear models with dispersion covariates

被引:6
作者
Cordeiro, GM
Botter, DA
Barroso, CP
Ferrari, SLP
机构
[1] Univ Fed Rural Pernambuco, Dept Fis & Matemat, BR-52171900 Recife, PE, Brazil
[2] Univ Sao Paulo, Dept Estatist, BR-05311970 Sao Paulo, SP, Brazil
关键词
Bartlett-type correction; chi-squared distribution; dispersion parameter; generalized linear model; link function; precision parameter; score test;
D O I
10.1111/1467-9574.00237
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
We develop three corrected score tests for generalized linear models with dispersion covariates, thus generalizing the results of CORDEIRO, FERRARI and PAULA (1993) and CRIBARI-NETO and FERRARI (1995). We present, in matrix notation, general formulae for the coefficients which define the corrected statistics. The formulae only require simple operations on matrices and can be used to obtain analytically closed-form corrections for score test statistics in a variety of special generalized linear models with dispersion covariates. They also have advantages for numerical purposes since our formulae are readily computable using a language supporting numerical linear algebra. Two examples, namely, iid sampling without covariates on the mean or dispersion parameter oand one-way classification models, are given. We also present some simulations where the three corrected tests perform better than the usual score test, the likelihood ratio test and its Bartlett corrected version. Finally, we present a numerical example for a data set discussed by SIMONOFF and TSAI (1994).
引用
收藏
页码:391 / 409
页数:19
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