A note on the local power of the LR, Wald, score and gradient tests

被引:6
|
作者
Lemonte, Artur J. [1 ]
Ferrari, Silvia L. P. [1 ]
机构
[1] Univ Sao Paulo, Dept Estat, Sao Paulo, Brazil
来源
基金
巴西圣保罗研究基金会;
关键词
asymptotic expansions; gradient test; likelihood ratio test; local power; score test; wald test; LIKELIHOOD RATIO CRITERION; ASYMPTOTIC-EXPANSION; LIFE DISTRIBUTIONS; FAMILY; STATISTICS;
D O I
10.1214/12-EJS678
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
This paper examines the local power of the likelihood ratio, Wald, score and gradient tests under the presence of a scalar parameter, phi say, that is orthogonal to the remaining parameters. We show that some of the coefficients that define the local powers remain unchanged regardless of whether phi is known or needs to be estimated, where as the others can be written as the sum of two terms, the first of which being the corresponding term obtained as if phi were known, and the second, an additional term yielded by the fact that phi is unknown. The contribution of each set of parameters on the local powers of the tests can then be examined. Various implications of our main result are stated and discussed. Several examples are presented for illustrative purposes
引用
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页码:421 / 434
页数:14
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