Some best parameter estimates for distributions with finite endpoint

被引:29
作者
Falk, M
机构
关键词
delta-neighborhood of generalized Pareto distributions; extreme order statistics; BLUE; UMVU; bias corrected largest order statistic;
D O I
10.1080/02331889508802515
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
Consider n observations on R, generated independently by a distribution function F which is only partially specified: We require that F has in its upper tail a density f such that f(x) = (exp(b/alpha)/alpha) (theta - x)(1/alpha-1) (1 + 0((theta - x)(delta/alpha))) as x tends to the right endpoint theta of F. The parameters of interest are alpha > 0 and b, theta is an element of R. Based on the largest order statistics in the sample, we can define in case alpha > 1/2 estimates of alpha, b and theta that behave asymptotically like the BLUE of theta as if alpha was known and like the UMVU estimates of a and b in some ideal model as if theta was known. We show in addition that the BLUE estimate of theta can be outperformed by a bias corrected largest order statistic.
引用
收藏
页码:115 / 125
页数:11
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