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首页> 外文期刊>The Annals of Probability: An Official Journal of the Institute of Mathematical Statistics >CENTRAL LIMIT THEOREMS FOR U-STATISTICS OF POISSON POINT PROCESSES
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CENTRAL LIMIT THEOREMS FOR U-STATISTICS OF POISSON POINT PROCESSES

机译:泊松点过程U统计量的中心极限定理

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摘要

A U-statistic of a Poisson point process is defined as the sum ∑f (x_1, . . ., x_k) over all (possibly infinitely many) k-tuples of distinct points of the point process. Using the Malliavin calculus, the Wiener–It? chaos expansion of such a functional is computed and used to derive a formula for the variance. Central limit theorems for U-statistics of Poisson point processes are shown, with explicit bounds for the Wasserstein distance to a Gaussian random variable. As applications, the intersection process of Poisson hyperplanes and the length of a random geometric graph are investigated.
机译:泊松点过程的U统计量定义为点过程的不同点的所有(可能无限多个)k元组上的总和∑f(x_1,...,x_k)。使用Malliavin演算,维也纳–它?计算此类函数的混沌展开并用于得出方差的公式。显示了Poisson点过程U统计量的中心极限定理,以及Wasserstein距离到高斯随机变量的显式边界。作为应用,研究了泊松超平面的相交过程和随机几何图的长度。

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