Stein's method of normal approximation for dynamical systems

被引:1
作者
Hella, Olli [1 ]
Leppanen, Juho [1 ]
Stenlund, Mikko [1 ]
机构
[1] Univ Helsinki, Dept Math & Stat, POB 68, FIN-00014 Helsinki, Finland
关键词
Stein's method; multivariate normal approximation; Berry-Esseen bound; dynamical systems; MULTIVARIATE NORMAL APPROXIMATION; BERRY-ESSEEN THEOREM; LIMIT-THEOREM; CONVERGENCE; CLT; BOUNDS; RATES;
D O I
10.1142/S0219493720500215
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 present an adaptation of Stein's method of normal approximation to the study of both discrete- and continuous-time dynamical systems. We obtain new correlation-decay conditions on dynamical systems for a multivariate central limit theorem augmented by a rate of convergence. We then present a scheme for checking these conditions in actual examples. The principal contribution of our paper is the method, which yields a convergence rate essentially with the same amount of work as the central limit theorem, together with a multiplicative constant that can be computed directly from the assumptions.
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页数:50
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