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This paper re-examines the limit theorems of Abadie and Imbens for nearest-neighbor matching estimators of average treatment effects with a fixed number of matches. We establish, for the first time, a non-normalized central limit theorem…

统计理论 · 数学 2026-05-21 Songliang Chen , Fang Han

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

Let $(\Omega, \A, \mu)$ be a Lebesgue space and $T$ an ergodic measure preserving automorphism on $\Omega$ with positive entropy. We show that there is a bounded and strictly stationary martingale difference sequence defined on $\Omega$…

概率论 · 数学 2007-05-23 Mohamed El Machkouri , Dalibor Volny

The central limit theorem for Markov chains generated by iterated function systems consisting of orientation preserving homeomorphisms of the interval is proved. We study also ergodicity of such systems.

动力系统 · 数学 2020-03-24 Klaudiusz Czudek , Tomasz Szarek

Motivated by analyzing complicated and non-stationary time series, we study a generalization of the scattering transform (ST) that includes broad neural activation functions, which is called neural activation ST (NAST). On the whole, NAST…

机器学习 · 统计学 2020-11-24 Gi-Ren Liu , Yuan-Chung Sheu , Hau-Tieng Wu

The first aim of this paper is to wonder to what extent we can generalize the central limit theorem of Gordin [5] under the so-called L 1-projective criteria to ergodic stationary random fields when completely commuting filtrations are…

概率论 · 数学 2022-01-19 Han-Mai Lin , Florence Merlevède , Dalibor Voln{ý}

We consider linear two-time-scale stochastic approximation algorithms driven by martingale noise. Recent applications in machine learning motivate the need to understand finite-time error rates, but conventional stochastic approximation…

机器学习 · 计算机科学 2025-12-12 Seo Taek Kong , Sihan Zeng , Thinh T. Doan , R. Srikant

We characterize the convergence in distribution to a standard normal law for a sequence of multiple stochastic integrals of a fixed order with variance converging to 1. Some applications are given, in particular to study the limiting…

概率论 · 数学 2007-05-23 David Nualart , Giovanni Peccati

In this paper, we provide a central limit theorem for the finite-dimensional marginal distributions of empirical processes $(Z_n(f))_{f\in\mathcal{F}}$ whose index set $\mathcal{F}$ is a family of cluster functionals valued on blocks of…

统计理论 · 数学 2020-03-09 José G. Gómez-García

We established the rate of convergence in the central limit theorem for stopped sums of a class of martingale difference sequences.

概率论 · 数学 2015-06-26 Lahcen Ouchti

We prove a functional central limit theorem for integrals $\int_W f(X(t))\, dt$, where $(X(t))_{t\in\mathbb{R}^d}$ is a stationary mixing random field and the stochastic process is indexed by the function $f$, as the integration domain $W$…

概率论 · 数学 2015-12-14 Jürgen Kampf , Evgeny Spodarev

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

In this paper we study supercritical super-OU processes with general branching mechanisms satisfying a second moment condition. We establish central limit theorems for the super-OU processes. In the small and crtical branching rate cases,…

概率论 · 数学 2013-02-07 Yan-Xia Ren , Renming Song , Rui Zhang

We extend to Lipschitz continuous functionals either of the true paths or of the Euler scheme with decreasing step of a wide class of Brownian ergodic diffusions, the Central Limit Theorems formally established for their marginal empirical…

概率论 · 数学 2013-04-03 Gilles Pagès , Fabien Panloup

In this paper, we are concerned with the symmetric simple exclusion process (SSEP) on the regular tree $\mathcal{T}_d$. A central limit theorem and a moderate deviation principle of the additive functional of the process are proved, which…

概率论 · 数学 2025-04-23 Xiaofeng Xue

In this article we consider L\'evy driven continuous time moving average processes observed on a lattice, which are stationary time series. We show asymptotic normality of the sample mean, the sample autocovariances and the sample…

概率论 · 数学 2012-06-15 Serge Cohen , Alexander Lindner

Let $B=(B_x)_{x\in\mathbb{R}^d}$ be a collection of $N(0,1)$ random variables forming a real-valued continuous stationary Gaussian field on $\mathbb{R}^d$, and set $C(x-y)=\mathbb{E}[B_xB_y]$. Let $\varphi:\mathbb{R}\to\mathbb{R}$ be such…

概率论 · 数学 2023-08-29 Leonardo Maini , Ivan Nourdin

We give a generalization of the ergodic theorem for semi-Markov linear-type processes. This generalization is proved for the case when a common support of distributions defining this process is not arithmetic. Also we give an uniform…

概率论 · 数学 2016-03-22 Galina A. Zverkina

Drees and Rootz\'en [2010] have proven central limit theorems (CLT) for empirical processes of extreme values cluster functionals built from $\beta$-mixing processes. The problem with this family of $\beta$-mixing processes is that it is…

概率论 · 数学 2015-11-24 José Gregorio Gómez

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
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