{"title":"高斯偏移集欧拉特性的中心极限定理","authors":"A. Estrade, J. León","doi":"10.1214/15-AOP1062","DOIUrl":null,"url":null,"abstract":"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 us fix a level $u\\in \\R$ and let us consider the excursion set above $u$, $A(T,u)=\\{t\\in T:\\,X(t)\\ge u\\}$ where $T$ is a bounded cube $\\subset \\R^d$. 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. \n \nThe required assumption on $X$ is $C^3$ regularity of the trajectories, non degeneracy of the Gaussian vector $X(t)$ and derivatives at any fixed point $t\\in \\R^d$ as well as integrability on $\\R^d$ of the covariance function and its derivatives. The fact that $X$ is $C^3$ is stronger than Geman's assumption traditionally used in dimension one. Nevertheless, our result extends what is known in dimension one to higher dimension. In that case, the Euler characteristic of $A(T,u)$ equals the number of up-crossings of $X$ at level $u$, plus eventually one if $X$ is above $u$ at the left bound of the interval $T$.","PeriodicalId":50763,"journal":{"name":"Annals of Probability","volume":null,"pages":null},"PeriodicalIF":2.1000,"publicationDate":"2016-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1214/15-AOP1062","citationCount":"57","resultStr":"{\"title\":\"A central limit theorem for the Euler characteristic of a Gaussian excursion set\",\"authors\":\"A. Estrade, J. León\",\"doi\":\"10.1214/15-AOP1062\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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 us fix a level $u\\\\in \\\\R$ and let us consider the excursion set above $u$, $A(T,u)=\\\\{t\\\\in T:\\\\,X(t)\\\\ge u\\\\}$ where $T$ is a bounded cube $\\\\subset \\\\R^d$. 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. \\n \\nThe required assumption on $X$ is $C^3$ regularity of the trajectories, non degeneracy of the Gaussian vector $X(t)$ and derivatives at any fixed point $t\\\\in \\\\R^d$ as well as integrability on $\\\\R^d$ of the covariance function and its derivatives. The fact that $X$ is $C^3$ is stronger than Geman's assumption traditionally used in dimension one. Nevertheless, our result extends what is known in dimension one to higher dimension. In that case, the Euler characteristic of $A(T,u)$ equals the number of up-crossings of $X$ at level $u$, plus eventually one if $X$ is above $u$ at the left bound of the interval $T$.\",\"PeriodicalId\":50763,\"journal\":{\"name\":\"Annals of Probability\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":2.1000,\"publicationDate\":\"2016-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://sci-hub-pdf.com/10.1214/15-AOP1062\",\"citationCount\":\"57\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Annals of Probability\",\"FirstCategoryId\":\"100\",\"ListUrlMain\":\"https://doi.org/10.1214/15-AOP1062\",\"RegionNum\":1,\"RegionCategory\":\"数学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"STATISTICS & PROBABILITY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Annals of Probability","FirstCategoryId":"100","ListUrlMain":"https://doi.org/10.1214/15-AOP1062","RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"STATISTICS & PROBABILITY","Score":null,"Total":0}
A central limit theorem for the Euler characteristic of a Gaussian excursion set
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 us fix a level $u\in \R$ and let us consider the excursion set above $u$, $A(T,u)=\{t\in T:\,X(t)\ge u\}$ where $T$ is a bounded cube $\subset \R^d$. 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 $C^3$ regularity of the trajectories, non degeneracy of the Gaussian vector $X(t)$ and derivatives at any fixed point $t\in \R^d$ as well as integrability on $\R^d$ of the covariance function and its derivatives. The fact that $X$ is $C^3$ is stronger than Geman's assumption traditionally used in dimension one. Nevertheless, our result extends what is known in dimension one to higher dimension. In that case, the Euler characteristic of $A(T,u)$ equals the number of up-crossings of $X$ at level $u$, plus eventually one if $X$ is above $u$ at the left bound of the interval $T$.
期刊介绍:
The Annals of Probability publishes research papers in modern probability theory, its relations to other areas of mathematics, and its applications in the physical and biological sciences. Emphasis is on importance, interest, and originality – formal novelty and correctness are not sufficient for publication. The Annals will also publish authoritative review papers and surveys of areas in vigorous development.