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Asymptotic covariances for functionals of weakly stationary random fields

Probability 2023-12-07 v2

Abstract

Let (Ax)xRd(A_x)_{x\in\mathbb{R}^d} be a locally integrable, centered, weakly stationary random field, i.e. E[Ax]=0\mathbb{E}[A_x]=0, Cov(Ax,Ay)=K(xy){\rm Cov}(A_x,A_y)=K(x-y), x,yRd\forall x,y\in\mathbb{R}^d, with measurable covariance function K:RdRK:\mathbb{R}^d\rightarrow\mathbb{R}. Assuming only that wt:={zt}K(z)dzw_t:=\int_{\{|z|\le t\}}K(z)dz is regularly varying (which encompasses the classical assumptions found in the literature), we compute limtCov(tDAxdxtd/2wt1/2,tLAydytd/2wt1/2)\lim_{t\rightarrow\infty}{\rm Cov}\left(\frac{\int_{tD}A_x dx}{t^{d/2}w_t^{1/2}}, \frac{\int_{tL}A_y dy}{t^{d/2}w_t^{1/2}}\right) for D,LRdD,L\subseteq \mathbb{R}^d belonging to a certain class of compact sets. As an application, we combine this result with existing limit theorems to obtain multi-dimensional limit theorems for non-linear functionals of stationary Gaussian fields, in particular proving new results for the Berry's random wave model. At the end of the paper, we also show how the problem for AA with a general continuous covariance function KK can be reduced to the same problem for a radial, continuous covariance function KisoK_{\text{iso}}. The novel ideas of this work are mainly based on regularity conditions for (cross) covariograms of Euclidean sets and standard properties of regularly varying functions.

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Cite

@article{arxiv.2305.10936,
  title  = {Asymptotic covariances for functionals of weakly stationary random fields},
  author = {Leonardo Maini},
  journal= {arXiv preprint arXiv:2305.10936},
  year   = {2023}
}

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27 pages