Local score tests in mixture exponential family

被引:5
|
作者
Wu, Y
Gupta, AK [1 ]
机构
[1] Bowling Green State Univ, Dept Math & Stat, Bowling Green, OH 43403 USA
[2] Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USA
关键词
exponential family; homogeneity; score statistic; fisher information; supplementary score test; separate score test;
D O I
10.1016/S0378-3758(02)00358-0
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
In this paper, we consider the testing problem for homogeneity in the mixture exponential density or probability distribution family f(x\theta, lambda) = (1-lambda)f0(x) + Zf0(x), where f0(x) = f0(x) exp(t(x)theta - c(theta)) belongs to a one-parameter exponential family with c(0) = 0. For testing H0: lambdatheta=0, we propose two score-based tests, called the supplementary score test and the separate score test, which only depend on the first two orthogonalized polynomial statistics. Their powers are compared with the ones of the generalized likelihood ratio test and other alternative tests for the normal and binomial mixture models. The numerical results show that the proposed tests are very competitive. (C) 2002 Elsevier B.V. All rights reserved.
引用
收藏
页码:421 / 435
页数:15
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