Concentration inequalities using approximate zero bias couplings with applications to Hoeffding's statistic under the Ewens distribution

被引:0
|
作者
Wiroonsri, Nathakhun [1 ]
机构
[1] King Mongkuts Univ Technol Thonburi, Dept Math, Math & Stat Applicat Res Grp, Bangkok, Thailand
关键词
Tail probabilities; approximate zero bias coupling; Stein's method; simulation; accept-reject algorithm; Ewens's Sampling Formula; NONUNIFORM CONCENTRATION INEQUALITY; STEINS METHOD;
D O I
10.1080/03610926.2022.2032753
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 prove concentration inequalities of the form P(Y >= t) <= exp (-B(t)) for a random variable Y with mean zero and variance sigma(2) using a coupling technique from Stein's method that is so-called approximate zero bias couplings. Applications to the Hoeffding's statistic where the random permutation has the Ewens distribution with parameter theta > 0 are also presented. A few simulation experiments are then provided to visualize the tail probability of the Hoeffding's statistic and our bounds. Based on the simulation results, our bounds work well especially when theta <= 1.
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页码:6734 / 6750
页数:17
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