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相关论文: CLT for Lipschitz-Killing curvatures of excursion …

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This paper studies the excursion set of a real stationary isotropic Gaussian random field above a fixed level. We show that the standardized Lipschitz-Killing curvatures of the intersection of the excursion set with a window converges in…

概率论 · 数学 2017-02-21 Dennis Müller

We investigate Lipschitz-Killing curvatures for excursion sets of random fields on $\mathbb R^2$ under small spatial-invariant random perturbations. An expansion formula for mean curvatures is derived when the magnitude of the perturbation…

概率论 · 数学 2019-05-06 Elena Di Bernardino , Anne Estrade , Maurizia Rossi

We give an overview of the recent asymptotic results on the geometry of excursion sets of stationary random fields. Namely, we cover a number of limit theorems of central type for the volume of excursions of stationary (quasi--, positively…

概率论 · 数学 2013-07-24 Evgeny Spodarev

The multivariate central limit theorems (CLT) for the volumes of excursion sets of stationary quasi-associated random fields on $\mathbb{R}^d$ are proved. Special attention is paid to Gaussian and shot noise fields. Formulae for the…

概率论 · 数学 2012-03-02 Alexander Bulinski , Evgeny Spodarev , Florian Timmermann

The expected Euler characteristic (EEC) curve of excursion sets of a Gaussian random field is used to approximate the distribution of its supremum for high thresholds. Viewed as a function of the excursion threshold, the EEC is expressed by…

统计理论 · 数学 2024-04-19 Fabian Telschow , Armin Schwartzman , Dan Cheng , Pratyush Pranav

Spherical spin random fields are used to model the Cosmic Microwave Background polarization, the study of which is at the heart of modern Cosmology and will be the subject of the LITEBIRD mission, in the 2030s. Its scope is to collect datas…

概率论 · 数学 2026-03-05 Francesca Pistolato , Michele Stecconi

In this paper, we show that the Lipschitz-Killing Curvatures for the excursion sets of Arithmetic Random Waves (toral Gaussian eigenfunctions) are dominated, in the high-frequency regime, by a single chaotic component. The latter can be…

概率论 · 数学 2020-10-28 Valentina Cammarota , Domenico Marinucci , Maurizia Rossi

In this paper, we investigate some geometric functionals for band limited Gaussian and isotropic spherical random fields in dimension 2. In particular, we focus on the area of excursion sets, providing its behavior in the high energy limit.…

概率论 · 数学 2020-10-30 Anna Paola Todino

We prove a multivariate central limit theorem for the numbers of critical points above a level with all possible indexes of a non-necessarily isotropic Gaussian random field. In particular, we discuss the non-degeneracy of the limit…

概率论 · 数学 2024-04-04 Jean-Marc Azaïs , Federico Dalmao , Céline Delmas

For a smooth, stationary Gaussian field $f$ on Euclidean space with fast correlation decay, there is a critical level $\ell_c$ such that the excursion set $\{f\geq\ell\}$ contains a (unique) unbounded component if and only if $\ell<\ell_c$.…

概率论 · 数学 2026-02-24 Michael McAuley

We introduce Lipschitz-Killing curvature (LKC) regression, a new method to produce $(1-\alpha)$ thresholds for signal detection in random fields that does not require knowledge of the spatial correlation structure. The idea is to fit…

统计理论 · 数学 2017-04-28 Robert J. Adler , Kevin Bartz , Sam C. Kou , Anthea Monod

We consider Betti numbers of the excursion of a smooth Euclidean Gaussian field restricted to a rectangular window, in the asymptotics where the window grows to R^d . With motivations coming from Topological Data Analysis, we derive a…

概率论 · 数学 2025-12-16 Christian Hirsch , Raphaël Lachièze-Rey

We prove a central limit theorem concerning the number of critical points in large cubes of an isotropic Gaussian random function on a Euclidean space.

概率论 · 数学 2015-11-10 Liviu I. Nicolaescu

For a smooth stationary Gaussian field on $\mathbb{R}^d$ and level $\ell \in \mathbb{R}$, we consider the number of connected components of the excursion set $\{f \ge \ell\}$ (or level set $\{f = \ell\}$) contained in large domains. The…

概率论 · 数学 2025-10-08 Dmitry Beliaev , Michael McAuley , Stephen Muirhead

In 2010, Shiffman and Zelditch proved a central limit theorem (CLT) for smooth statistics of Gaussian random zeros in codimension one over compact K\"ahler manifolds. They raised the question of whether this result admits a two-fold…

复变函数 · 数学 2026-04-15 Bin Guo

When a random field $(X_t, \ t\in {\mathbb R}^2)$ is thresholded on a given level $u$, the excursion set is given by its indicator $~1_{[u, \infty)}(X_t)$. The purpose of this work is to study functionals (as established in stochastic…

概率论 · 数学 2014-10-30 Marie Kratz , Werner Nagel

The high frequency behaviour for random eigenfunctions of the spherical Laplacian has been recently the object of considerable interest, also because of strong motivations arising from Physics and Cosmology. In this paper, we are concerned…

概率论 · 数学 2015-05-20 Domenico Marinucci , Igor Wigman

We consider vector valued, unit variance Gaussian processes defined over stratified manifolds and the geometry of their excursion sets. In particular, we develop an explicit formula for the expectation of all the Lipschitz--Killing…

微分几何 · 数学 2009-09-29 Jonathan E. Taylor , Robert J. Adler

We prove central limit theorems for the random walks on either the mapping class group of a closed, connected, orientable, hyperbolic surface, or on $\text{Out}(F_N)$, each time under a finite second moment condition on the measure (either…

群论 · 数学 2018-03-16 Camille Horbez

In recent years, considerable interest has been drawn by the analysis of geometric functionals for the excursion sets of random eigenfunctions on the unit sphere (spherical harmonics). In this paper, we extend those results to proper…

概率论 · 数学 2020-09-30 Anna Paola Todino
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