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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

A non-classical formulation of the central limit theorem is given for sequences of independent random variables with finite second moments. Singular sequences whose members all have a degenerate or normal distribution are excluded from…

概率论 · 数学 2025-01-29 Alexander Shmyrov , Vasily Shmyrov

For a class of stationary regularly varying and weakly dependent time series, we prove the so-called complete convergence result for the corresponding space-time point processes. As an application of our main theorem, we give a simple proof…

概率论 · 数学 2019-07-17 Bojan Basrak , Azra Tafro

We prove a local central limit theorem for "nonconventional" sums generated by some classes of sufficiently fast mixing sequences.

动力系统 · 数学 2021-08-20 Yeor Hafouta

Two different aspects of parabolic iteration in the complex upper half-plane are considered here. First, from a noncommutative probability perspective, a Berry-Esseen type estimate for the convergence speed of the monotone central limit…

泛函分析 · 数学 2018-12-03 Octavio Arizmendi , Mauricio Salazar , Jiun-Chau Wang

We consider a stationary fluid queue with fractional Brownian motion input. Conditional on the workload at time zero being greater than a large value $b$, we provide the limiting distribution for the amount of time that the workload process…

概率论 · 数学 2009-12-11 Hernan Awad , Peter Glynn

Given a stationary first-order autoregressive process X_t (with lag-one correlation rho satisfying |rho|<1), we examine the Central Limit Theorem for (1/n)*ln |X_1...X_n| and compute variances to high precision. Given a nonstationary…

动力系统 · 数学 2007-12-29 Steven R. Finch

We present an adaptation of Stein's method of normal approximation to the study of both discrete- and continuous-time dynamical systems. We obtain new correlation-decay conditions on dynamical systems for a multivariate central limit…

概率论 · 数学 2017-01-12 Olli Hella , Juho Leppänen , Mikko Stenlund

This paper establishes central limit theorems for Polyak-Ruppert averaged Q-learning under asynchronous updates. We prove a non-asymptotic central limit theorem, where the convergence rate in Wasserstein distance explicitly reflects the…

机器学习 · 计算机科学 2026-04-21 Xingtu Liu

In this paper we prove the law of large numbers and central limit theorem for trajectories of a particle carried by a two dimensional Eulerian velocity field. The field is given by a solution of a stochastic Navier--Stokes system with a…

数学物理 · 物理学 2015-06-04 Tomasz Komorowski , Szymon Peszat , Tomasz Szarek

In order to characterize the fluctuation between the ergodic limit and the time-averaging estimator of a full discretization in a quantitative way, we establish a central limit theorem for the full discretization of the parabolic stochastic…

概率论 · 数学 2022-02-21 Chuchu Chen , Tonghe Dang , Jialin Hong , Tau Zhou

In this paper, we establish a spatial central limit theorem for a large class of supercritical branching, not necessarily symmetric, Markov processes with spatially dependent branching mechanisms satisfying a second moment condition. This…

概率论 · 数学 2014-04-02 Yan-Xia Ren , Renming Song , Rui Zhang

As a fundamental thermodynamic principle, speed limits reveal the lower bound of entropy production (EP) required for a system to transition from a given initial state to a final state. While various speed limits have been developed for…

统计力学 · 物理学 2025-07-08 Sangyun Lee , Jae Sung Lee , Jong-Min Park

We consider a positive recurrent one-dimensional diffusion process with continuous coefficients and we establish stable central limit theorems for a certain type of additive functionals of this diffusion. In other words we find some…

概率论 · 数学 2022-04-27 Loïc Béthencourt

In this article we establish two fundamental results for the sublevel set persistent homology for stationary processes indexed by the positive integers. The first is a strong law of large numbers for the persistence diagram (treated as a…

概率论 · 数学 2025-08-22 Andrew M. Thomas

We compute some dependence coefficients for the stationary Markov chain whose transition kernel is the Perron-Frobenius operator of an expanding map $T$ of $[0, 1]$ with a neutral fixed point. We use these coefficients to prove a central…

概率论 · 数学 2008-02-11 J. Dedecker , C. Prieur

We obtain limit theorems for a class of nonlinear discrete-time processes $X(n)$ called the $k$-th order Volterra processes of order $k$. These are moving average $k$-th order polynomial forms: \[…

概率论 · 数学 2015-05-15 Shuyang Bai , Murad S. Taqqu

We investigate the almost sure asymptotic properties of vector martingale transforms. Assuming some appropriate regularity conditions both on the increasing process and on the moments of the martingale, we prove that normalized moments of…

概率论 · 数学 2018-12-05 Bernard Bercu , Peggy Cénac , Guy Fayolle

The limiting behavior of Toeplitz type quadratic forms of stationary processes has received much attention through decades, particularly due to its importance in statistical estimation of the spectrum. In the present paper we study such…

概率论 · 数学 2018-08-20 Mikkel Slot Nielsen , Jan Pedersen

We provide a framework for empirical process theory of locally stationary processes using the functional dependence measure. Our results extend known results for stationary Markov chains and mixing sequences by another common possibility to…

统计理论 · 数学 2021-08-20 Nathawut Phandoidaen , Stefan Richter