Asymptotics for the Tukey depth process, with an application to a multivariate trimmed mean

被引:34
|
作者
Massé, JC [1 ]
机构
[1] Univ Laval, Dept Math & Stat, St Foy, PQ G1K 7P4, Canada
关键词
Brownian bridge; empirical process; multidimensional trimmed mean; Tukey depth;
D O I
10.3150/bj/1089206404
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 describe the asymptotic behaviour of the empirical Tukey depth process. It is seen that the latter may not converge weakly, even though its marginals always do. Closed subsets of the index set where weak convergence does occur are identified and a necessary and a sufficient condition for the asymptotic normality of the marginals is given. As an application, asymptotic normality of a Tukey depth-based multivariate trimmed mean is obtained for smooth distributions.
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页码:397 / 419
页数:23
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