高斯、泊松和拉德马赫过程的非均匀贝里--埃森边界

Marius Butzek, Peter Eichelsbacher
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引用次数: 0

摘要

在本文中,我们通过马利亚文-斯坦(Malliavin-Stein)方法获得了正则近似的非均匀贝里-埃森(Berry-Esseen)边界。这些技术依赖于对斯坦因方程解的详细分析,并将应用于高斯过程的函数,如多重维纳-伊特^o积分、泊松函数以及拉德马赫混沌扩展。这些函数的正态逼近的二阶泊松不等式与非均匀边界也有联系。作为应用,我们考虑了生活在与等正态高斯过程相关的固定维纳混沌中的元素,就像分数布朗运动的二次变化的离散化版本。此外,我们还考虑了随机几何图中的子图计数,将其作为泊松 U$ 统计的一个例子,以及 Erd\H{o}s-R\'enyi 随机图和无限加权 2-runs 中的子图计数,将其作为拉德马赫变量函数的一个例子。
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Non-uniform Berry--Esseen bounds for Gaussian, Poisson and Rademacher processes
In this paper we obtain non-uniform Berry-Esseen bounds for normal approximations by the Malliavin-Stein method. The techniques rely on a detailed analysis of the solutions of Stein's equations and will be applied to functionals of a Gaussian process like multiple Wiener-It\^o integrals, to Poisson functionals as well as to the Rademacher chaos expansion. Second-order Poincar\'e inequalities for normal approximation of these functionals are connected with non-uniform bounds as well. As applications, elements living inside a fixed Wiener chaos associated with an isonormal Gaussian process, like the discretized version of the quadratic variation of a fractional Brownian motion, are considered. Moreover we consider subgraph counts in random geometric graphs as an example of Poisson $U$-statistics, as well as subgraph counts in the Erd\H{o}s-R\'enyi random graph and infinite weighted 2-runs as examples of functionals of Rademacher variables.
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