A Berry-Esseen bound for vector-valued martingales

被引:1
作者
Kojevnikov, Denis [1 ]
Song, Kyungchul [2 ]
机构
[1] Tilburg Univ, Dept Econometr & Operat Res, Tilburg, Netherlands
[2] Univ British Columbia, Vancouver Sch Econ, Vancouver, BC, Canada
关键词
Berry-Esseen bound; Gaussian approximation; Martingale-difference sequence; Vector-valued martingale; EXACT CONVERGENCE-RATES; CENTRAL LIMIT-THEOREMS; BOOTSTRAP;
D O I
10.1016/j.spl.2022.109448
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
This note provides a conditional Berry-Esseen bound for the sum of a martingale difference sequence {X-i}(i=1)(n) in d >= 1 the adapted to a filtration {F-i}(i=1)(n.) We approximate the conditional distribution of S = Sigma(n)(i=1) X-i given a sub-sigma-field F-0 subset of F-1 by that of a mean zero normal random vector having the same conditional variance given F-0 as the vector S. Assuming that the conditional variances E[XiXiT | Fi-1], i >= 1, are F-0-measurable and non-singular, and the third conditional moments of ||X-i||i >= 1, given F-0 are uniformly bounded, we present a simple bound on the conditional Kolmogorov distance between S and its approximation given F-0 which is of order O-a.s.([ln(ed)](5/4)n(-1/4)).(c) 2022 The Author(s). Published by Elsevier B.V. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
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页数:6
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