Stein's method for nonconventional sums

被引:3
|
作者
Hafouta, Yeor [1 ]
机构
[1] Hebrew Univ Jerusalem, Inst Math, IL-91904 Jerusalem, Israel
关键词
central limit theorem; Berry-Esseen theorem; mixing; nonconventional setup; Stein's method; NORMAL APPROXIMATION; RATES; CONVERGENCE;
D O I
10.1214/18-ECP142
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 obtain almost optimal convergence rate in the central limit theorem for (appropriately normalized) "nonconventional" sums of the form S-N = Sigma(N)(n=1) (F(xi(n),xi(2n), ... ,xi l(n)) - (F) over bar). Here {xi(n) : n >= 0} is a sufficiently fast mixing vector process with some stationarity conditions, F is bounded Holder continuous function and (F) over bar is a certain centralizing constant. Extensions to more general functions F will be discusses, as well. Our approach here is based on the so called Stein's method, and the rates obtained in this paper significantly improve the rates in [7]. Our results hold true, for instance, when xi(n) = (T-n f(i))(i = 1)(p) where T is a topologically mixing subshift of finite type, a hyperbolic diffeomorphism or an expanding transformation taken with a Gibbs invariant measure, as well as in the case when {xi(n) : n >= 0} forms a stationary and exponentially fast phi-mixing sequence, which, for instance, holds true when xi(n) = (f(i)((Upsilon)(n)))(i=1)(p) where Upsilon(n) is a Markov chain satisfying the Doeblin condition considered as a stationary process with respect to its invariant measure.
引用
收藏
页数:14
相关论文
共 50 条
  • [21] Spin glasses and Stein’s method
    Sourav Chatterjee
    Probability Theory and Related Fields, 2010, 148 : 567 - 600
  • [22] Spin glasses and Stein's method
    Chatterjee, Sourav
    PROBABILITY THEORY AND RELATED FIELDS, 2010, 148 (3-4) : 567 - 600
  • [23] Stein's method for geometric approximation
    Pekoz, EA
    JOURNAL OF APPLIED PROBABILITY, 1996, 33 (03) : 707 - 713
  • [24] A short survey of Stein's method
    Chatterjee, Sourav
    PROCEEDINGS OF THE INTERNATIONAL CONGRESS OF MATHEMATICIANS (ICM 2014), VOL IV, 2014, : 1 - 24
  • [25] Orthogonal polynomials in Stein's method
    Schoutens, W
    JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2001, 253 (02) : 515 - 531
  • [26] Normal approximations by Stein's method
    Rinott Y.
    Rotar V.
    Decisions in Economics and Finance, 2000, 23 (1) : 15 - 29
  • [27] Stein's method via induction
    Chen, Louis H. Y.
    Goldstein, Larry
    Rollin, Adrian
    ELECTRONIC JOURNAL OF PROBABILITY, 2020, 25 : 1 - 49
  • [28] Stein’s method for concentration inequalities
    Sourav Chatterjee
    Probability Theory and Related Fields, 2007, 138 : 305 - 321
  • [29] Stein’s method on Wiener chaos
    Ivan Nourdin
    Giovanni Peccati
    Probability Theory and Related Fields, 2009, 145 : 75 - 118
  • [30] Stein’s Method for Rough Paths
    L. Coutin
    L. Decreusefond
    Potential Analysis, 2020, 53 : 387 - 406