ON THE EDGEWORTH EXPANSION AND THE BOOTSTRAP APPROXIMATION FOR A STUDENTIZED U-STATISTIC

被引:58
作者
HELMERS, R
机构
关键词
EDGEWORTH EXPANSIONS; BOOTSTRAP APPROXIMATIONS; STUDENTIZED U-STATISTICS; BOOTSTRAP CONFIDENCE INTERVALS; EDGEWORTH BASED CONFIDENCE INTERVALS;
D O I
10.1214/aos/1176347994
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 [统计学]; 070103 [概率论与数理统计]; 0714 [统计学];
摘要
The asymptotic accuracy of the estimated one-term Edgeworth expansion and the bootstrap approximation for a Studentized U-statistic is investigated. It is shown that both the Edgeworth expansion estimate and the bootstrap approximation are asymptotically closer to the exact distribution of a Studentized U-statistic than the normal approximation. The conditions needed to obtain these results are weak moment assumptions on the kernel h of the U-statistic and a nonlattice condition for the distribution of g(X1) = E[h(X1, X2)\X1]. As an application improved Edgeworth and bootstrap based confidence intervals for the mean of a U-statistic are obtained.
引用
收藏
页码:470 / 484
页数:15
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