A central limit theorem for the Euler characteristic of a Gaussian excursion set
Résumé
We study the Euler characteristic of an excursion set of a stationary isotropic Gaussian random field $X:\Omega\times\mathbb{R}^d\to\mathbb{R}$. Let consider a fix level $u\in \R$ and also the excursion set above $u$, $\{t\in \R^d:\,X(t)\ge u\}$. We take the restriction to a compact domain considering for any bounded rectangle $T\subset \R^d$, $A(T,u)=\{t\in T:\,X(t)\ge u\}.$ The aim of this paper is to establish a central limit theorem for the Euler characteristic of $A(T,u)$ as $T$ grows to $\R^d$, as conjectured by R. Adler more than ten years ago. The required assumption on $X$ is having trajectories in $C^3(\mathbb{R}^d)$. It is stronger than Geman's assumption traditionally used in dimension one. Nevertheless, our result extends to higher dimension what is known in dimension one. In that case the Euler characteristic of $A(T,u)$ equals the number of up-crossings of $X$ at level $u$.
Domaines
Probabilités [math.PR]
Origine : Fichiers produits par l'(les) auteur(s)