ROBUST BOUNDED-INFLUENCE TESTS IN GENERAL PARAMETRIC MODELS

被引:97
作者
HERITIER, S [1 ]
RONCHETTI, E [1 ]
机构
[1] UNIV GENEVA,FAC ECON & SOCIAL SCI,CH-1211 GENEVA,SWITZERLAND
关键词
FRECHET DIFFERENTIABILITY; INFLUENCE FUNCTION; LOGISTIC REGRESSION; M ESTIMATORS; SCORES TEST; WALD TEST;
D O I
10.1080/01621459.1994.10476822
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 introduce robust tests for testing hypotheses in a general parametric model. These are robust versions of the Wald, scores, and likelihood ratio tests and are based on general M estimators. Their asymptotic properties and influence functions are derived. It is shown that the stability of the level is obtained by bounding the self-standardized sensitivity of the corresponding M estimator. Furthermore, optimally bounded-influence tests are derived for the Wald- and scores-type tests. Applications to real and simulated data sets are given to illustrate the tests' performance.
引用
收藏
页码:897 / 904
页数:8
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