Berry-Esseen bounds for functionals of independent random variables

被引:1
|
作者
Privault, Nicolas [1 ]
Serafin, Grzegorz [2 ]
机构
[1] Nanyang Technol Univ, Div Math Sci, SPMS MAS 05-43,21 Nanyang Link, Singapore 637371, Singapore
[2] Wroclaw Univ Sci & Technol, Fac Pure & Appl Math, Ul Wybrzeze Wyspianskiego 27, Wroclaw, Poland
来源
关键词
Stein-Chen method; Berry-Esseen bounds; Kolmogorov distance; U-statistics; quadratic forms; Malliavin calculus; CENTRAL-LIMIT-THEOREM; NORMAL APPROXIMATION; ASYMPTOTIC-DISTRIBUTION; STEINS METHOD; U-STATISTICS; INVARIANCE; SUMS; UNIVERSALITY; MALLIAVIN;
D O I
10.1214/22-EJP795
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 derive Berry-Esseen approximation bounds for general functionals of independent random variables, based on a continuous-time integration by parts setting and discrete chaos expansions methods. Our approach improves on related results obtained in discrete-time integration by parts settings and applies to U-statistics satisfying the weak assumption of decomposability in the Hoeffding sense, and yield Kolmogorov distance bounds instead of the Wasserstein bounds previously derived in the special case of degenerate U-statistics. Linear and quadratic functionals of arbitrary sequences of independent random variables are included as particular cases, with new fourth moment bounds, and applications are given to Hoeffding decompositions, weighted U-statistics, quadratic forms, and random subgraph weighing. In the case of quadratic forms, our results recover and improve the bounds available in the literature, and apply to matrices with non-empty diagonals.
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页数:38
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