Stein approximation for functionals of independent random sequences

被引:6
|
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
independent sequences; uniform distribution; Stein-Chen method; Malliavin calculus; covariance representations; Clark-Ocone formula; BERRY-ESSEEN BOUNDS;
D O I
10.1214/17-EJP132
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 Stein approximation bounds for functionals of uniform random variables, using chaos expansions and the Clark-Ocone representation formula combined with derivation and finite difference operators. This approach covers sums and functionals of both continuous and discrete independent random variables. For random variables admitting a continuous density, it recovers classical distance bounds based on absolute third moments, with better and explicit constants. We also apply this method to multiple stochastic integrals that can be used to represent U-statistics, and include linear and quadratic functionals as particular cases.
引用
收藏
页码:1 / 34
页数:34
相关论文
共 50 条
  • [1] APPROXIMATION OF THE EVOLUTION OPERATOR BY EXPECTATIONS OF FUNCTIONALS OF SUMS OF INDEPENDENT RANDOM VARIABLES
    Ibragimov, I. A.
    Smorodina, N., V
    Faddeev, M. M.
    THEORY OF PROBABILITY AND ITS APPLICATIONS, 2019, 64 (01) : 12 - 26
  • [2] INDEPENDENT SEQUENCES WITH STEIN PROPERTY
    BURKHOLD.DL
    ANNALS OF MATHEMATICAL STATISTICS, 1968, 39 (04): : 1282 - &
  • [3] STEIN'S METHOD AND NORMAL APPROXIMATION OF POISSON FUNCTIONALS
    Peccati, G.
    Sole, J. L.
    Taqqu, M. S.
    Utzet, F.
    ANNALS OF PROBABILITY, 2010, 38 (02): : 443 - 478
  • [4] APPROXIMATION OF RANDOM SEQUENCES
    ANICHKIN, SA
    THEORY OF PROBABILITY AND ITS APPLICATIONS, 1981, 26 (03) : 640 - 640
  • [5] Gaussian approximation of functionals: Malliavin calculus and Stein's method
    Reinert, Gesine
    SURVEYS IN STOCHASTIC PROCESSES, 2011, : 107 - 126
  • [6] Multivariate Normal Approximation for Functionals of Random Polytopes
    Grygierek, Jens
    JOURNAL OF THEORETICAL PROBABILITY, 2021, 34 (02) : 897 - 922
  • [7] Multivariate Normal Approximation for Functionals of Random Polytopes
    Jens Grygierek
    Journal of Theoretical Probability, 2021, 34 : 897 - 922
  • [8] Minkowski Functionals Study of Random Number Sequences
    Zhang, Xinyu
    Watts, Seth
    Li, Yaohang
    Tortorelli, Daniel
    COMPUTATIONAL SCIENCE - ICCS 2009, PART I, 2009, 5544 : 550 - +
  • [9] Stein-Malliavin approximations for nonlinear functionals of random eigenfunctions on Sd
    Marinucci, Domenico
    Rossi, Maurizia
    JOURNAL OF FUNCTIONAL ANALYSIS, 2015, 268 (08) : 2379 - 2420
  • [10] LOCAL FUNCTIONALS AND GENERALIZED RANDOM FIELDS WITH INDEPENDENT VALUES
    RAO, MM
    THEORY OF PROBILITY AND ITS APPLICATIONS,USSR, 1971, 16 (03): : 457 - &