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On the asymptotic of convex hulls of Gaussian fields

Published 20 Oct 2012 in math.PR | (1210.5590v1)

Abstract: We consider a Gaussian field $X = {X_t, t \in T}$ with values in a Banach space $B$ defined on a parametric set $T$ equal to $Rm$ or $Zm.$ It is supposed that the distribution $\cal P$ of $X_t$ is independent of $t.$ We consider the asymptotic behavior of closed convex hulls $$ W_n = \conv {X_t, t \in T_n} $$ where $(T_n)$ is an increasing sequence of subsets of $T$ and we show that under some conditions of the weak dependence with probability 1 $$ \lim_{n\rightarrow \infty} \frac{1}{b_n}\,W_n = {\cal E} $$ (in the sense of Hausdorff distance), where the limit shape ${\cal E}$ is the concentration ellipsoid of $\cal P.$ The asymptotic behavior of the mathematical expectations $Ef(W_n),$ where $f$ is an homogeneous function is also studied.

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