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We establish a central limit theorem for the unnormalized linear statistic of the Gaussian Unitary Ensemble under optimal conditions: the linear statistics converges if and only if the expression for the limiting variance is finite.

概率论 · 数学 2015-10-14 Phil Kopel

We prove several fundamental statistical bounds for entropic OT with the squared Euclidean cost between subgaussian probability measures in arbitrary dimension. First, through a new sample complexity result we establish the rate of…

统计理论 · 数学 2019-05-31 Gonzalo Mena , Jonathan Weed

We rigorously prove a central limit theorem for neural network models with a single hidden layer. The central limit theorem is proven in the asymptotic regime of simultaneously (A) large numbers of hidden units and (B) large numbers of…

概率论 · 数学 2019-06-04 Justin Sirignano , Konstantinos Spiliopoulos

We obtain non asymptotic bounds for the Monte Carlo algorithm associated to the Euler discretization of some diffusion processes. The key tool is the Gaussian concentration satisfied by the density of the discretization scheme. This…

概率论 · 数学 2018-02-20 Vincent Lemaire , Stephane Menozzi

In this paper, we analyze the random fluctuations in a one dimensional stochastic homogenization problem and prove a central limit result, i.e., the first order fluctuations can be described by a Gaussian process that solves an SPDE with…

概率论 · 数学 2015-08-24 Yu Gu

A $U$-statistic of a Poisson point process is defined as the sum $\sum f(x_1,\ldots,x_k)$ over all (possibly infinitely many) $k$-tuples of distinct points of the point process. Using the Malliavin calculus, the Wiener-It\^{o} chaos…

概率论 · 数学 2013-12-13 Matthias Reitzner , Matthias Schulte

It is common to model random errors in a classical measurement by the normal (Gaussian) distribution, because of the central limit theorem. In the quantum theory, the analogous hypothesis is that the matrix elements of the error in an…

量子物理 · 物理学 2009-11-10 S. G. Rajeev

A Central Limit Theorem is proved for linear random fields when sums are taken over finite disjoint union of rectangles. The approach does not rely upon the use of Beveridge Nelson decomposition and the conditions needed are similar to…

概率论 · 数学 2010-07-14 Atul Mallik , Michael Woodroofe

Quantitative limit theorems for non-linear functionals on the Wiener space are considered. Given the possibly infinite sequence of kernels of the chaos decomposition of such a functional, an estimate for different probability distances…

概率论 · 数学 2016-10-06 Tobias Fissler , Christoph Thaele

This paper establishes a central limit theorem and an invariance principle for a wide class of stationary random fields under natural and easily verifiable conditions. More precisely, we deal with random fields of the form $X_k =…

概率论 · 数学 2012-07-13 Mohamed El Machkouri , Dalibor Volny , Wei Biao Wu

We establish Gaussian limits for general measures induced by binomial and Poisson point processes in d-dimensional space. The limiting Gaussian field has a covariance functional which depends on the density of the point process. The general…

概率论 · 数学 2007-05-23 Yu. Baryshnikov , J. E. Yukich

Some limit theorems are proven for the linear oscillator with random coefficients. The asymptotic behaviour of the moments is studied in detail. The technique presented in this paper can be applied to general linear systems with noise and…

加速器物理 · 物理学 2016-09-08 V. Balandin , H. Mais

We derive a central limit theorem for the mean-square of random waves in the high-frequency limit over shrinking sets. Our proof applies to any compact Riemannian manifold of arbitrary dimension, thanks to the universality of the local Weyl…

概率论 · 数学 2019-03-18 Matthew de Courcy-Ireland , Marius Lemm

One reason why standard formulations of the central limit theorems are not applicable in high-dimensional and non-stationary regimes is the lack of a suitable limit object. Instead, suitable distributional approximations can be used, where…

统计理论 · 数学 2024-12-20 Fabian Mies

A finite range interacting particle system on a transitive graph is considered. Assuming that the dynamics and the initial measure are invariant, the normalized empirical distribution process converges in distribution to a centered…

数学物理 · 物理学 2007-05-23 Paul Doukhan , Gabriel Lang , Sana Louhichi , Bernard Ycart

In this paper we show that the limiting distribution of the real and the imaginary part of the double Fourier transform of a stationary random field is almost surely an independent vector with Gaussian marginal distributions, whose variance…

概率论 · 数学 2017-08-29 Magda Peligrad , Na Zhang

We prove a nonconventional invariance principle (functional central limit theorem) for random fields.

概率论 · 数学 2012-01-24 Yuri Kifer

This article presents a complete second order theory for a large class of geometric functionals on homogeneous Poisson input. In particular, the results don't require the existence of a radius of stabilisation. Hence they can be applied to…

概率论 · 数学 2018-12-17 Raphaël Lachieze-Rey , Raphaël Lachì Eze-Rey

We investigate the dependence of the center-of-mass tomogram of a system with many degrees of freedom $N$ on the Planck constant $\hbar $. It is shown that to use the central limit theorem under taking the limit $N\to +\infty $ one should…

量子物理 · 物理学 2009-09-05 Grigori G. Amosov , Vladimir I. Man'ko

Estimation of a deterministic quantity observed in non-Gaussian additive noise is explored via order statistics approach. More specifically, we study the estimation problem when measurement noises either have positive supports or follow a…

信号处理 · 电气工程与系统科学 2020-07-15 Kamiar Radnosrati , Gustaf Hendeby , Fredrik Gustafsson