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首页> 外文期刊>Journal of theoretical probability >Normal Approximation of Poisson Functionals in Kolmogorov Distance
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Normal Approximation of Poisson Functionals in Kolmogorov Distance

机译:柯尔莫哥洛夫距离中泊松泛函的正态近似

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摘要

Peccati, Sole, Taqqu, and Utzet recently combined Stein's method and Malliavin calculus to obtain a bound for the Wasserstein distance of a Poisson functional and a Gaussian random variable. Convergence in the Wasserstein distance always implies convergence in the Kolmogorov distance at a possibly weaker rate. But there are many examples of central limit theorems having the same rate for both distances. The aim of this paper was to show this behavior for a large class of Poisson functionals, namely so-called U-statistics of Poisson point processes. The technique used by Peccati et al. is modified to establish a similar bound for the Kolmogorov distance of a Poisson functional and a Gaussian random variable. This bound is evaluated for a U-statistic, and it is shown that the resulting expression is up to a constant the same as it is for the Wasserstein distance.
机译:Peccati,Sole,Taqqu和Utzet最近将Stein的方法与Malliavin微积分相结合,获得了Poisson函数和高斯随机变量的Wasserstein距离的界。 Wasserstein距离的收敛总是意味着Kolmogorov距离的收敛速度可能较弱。但是,有很多中心极限定理在两个距离上具有相同的比率。本文的目的是展示大量泊松函数的行为,即所谓的泊松点过程的U统计量。 Peccati等人使用的技术。对其进行修改,以建立与Poisson泛函和高斯随机变量的Kolmogorov距离相似的界限。此边界针对U统计量进行评估,结果表明,所得表达式的最大值与Wasserstein距离的常量相同。

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