高斯随机场凸包的渐近形式

Y. Davydov, V. Paulauskas
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引用次数: 2

摘要

我们考虑一个有中心的高斯随机场X = {Xt: t∈t},其值在Banach空间$$\mathbb{B}$$中定义在一个参数集t等于m或m上。我们考虑闭合凸包Wn = {convXt: t∈Tn的渐近性,其中(Tn)是t}的子集的递增序列。我们证明了在考虑的随机场弱依赖的某些条件下,某些序列(bn)n≥1的概率为1,(在Hausdorff距离意义上),其中极限集是的集中椭球。本文还研究了数学期望Ef(Wn)的渐近行为,其中f是某个函数。
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On the asymptotic form of convex hulls of Gaussian random fields
We consider a centered Gaussian random field X = {Xt : t ∈ T} with values in a Banach space $$\mathbb{B}$$ defined on a parametric set T equal to ℝm or ℤm. It is supposed that the distribution of Xt is independent of t. We consider the asymptotic behavior of closed convex hulls Wn = conv{Xt : t ∈ Tn}, where (Tn) is an increasing sequence of subsets of T. We show that under some conditions of weak dependence for the random field under consideration and some sequence (bn)n≥1 with probability 1, (in the sense of Hausdorff distance), where the limit set is the concentration ellipsoid of . The asymptotic behavior of the mathematical expectations Ef(Wn), where f is some function, is also studied.
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