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Let $\{W_t\}_{t=1}^{\infty}$ be a finite state stationary Markov chain, and suppose that $f$ is a real-valued function on the state space. If $f$ is bounded, then Gillman's expander Chernoff bound (1993) provides concentration estimates for…

概率论 · 数学 2019-06-19 Assaf Naor , Shravas Rao , Oded Regev

In this paper we study the central limit theorem for additive functionals of stationary Markov chains with general state space by using a new idea involving conditioning with respect to both the past and future of the chain. Practically, we…

概率论 · 数学 2020-05-19 Magda Peligrad

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

We consider the Fleming--Viot particle system associated with a continuous-time Markov chain in a finite space. Assuming irreducibility, it is known that the particle system possesses a unique stationary distribution, under which its…

概率论 · 数学 2019-04-22 Tony Lelievre , Loucas Pillaud-Vivien , Julien Reygner

We obtain necessary and sufficient conditions for the regular variation of the variance of partial sums of functionals of discrete and continuous-time stationary Markov processes with normal transition operators. We also construct a class…

概率论 · 数学 2014-05-13 George Deligiannidis , Magda Peligrad , Sergey Utev

We establish central limit theorems for a large class of supercritical branching Markov processes in infinite dimension with spatially dependent and non-necessarily local branching mechanisms. This result relies on a fourth moment…

概率论 · 数学 2025-01-31 Bertrand Cloez , Nicolás Zalduendo

We establish self-norming central limit theorems for non-stationary time series arising as observations on sequential maps possessing an indifferent fixed point. These transformations are obtained by perturbing the slope in the…

动力系统 · 数学 2016-09-28 Matthew Nicol , Andrew Török , Sandro Vaienti

We present a new technique for proving empirical process invariance principle for stationary processes $(X_n)_{n\geq 0}$. The main novelty of our approach lies in the fact that we only require the central limit theorem and a moment bound…

概率论 · 数学 2008-10-01 Herold Dehling , Olivier Durieu , Dalibor Volný

In this paper we investigate the local limit theorem for additive functionals of a nonstationary Markov chain with finite or infinite second moment. The moment conditions are imposed on the individual summands and the weak dependence…

概率论 · 数学 2020-06-25 Florence Merlevède , Magda Peligrad , Costel Peligrad

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

In this paper we survey some recent results on the central limit theorem and its weak invariance principle for stationary sequences. We also describe several maximal inequalities that are the main tool for obtaining the invariance…

概率论 · 数学 2016-08-16 Florence Merlevède , Magda Peligrad , Sergey Utev

Consider the class of (functions of) strictly stationary Markov chains in which (i) the second moments are finite and (ii) absolute regularity (beta-mixing) is satisfied with exponential mixing rate. For (functions of) Markov chains in that…

概率论 · 数学 2024-11-07 Richard C. Bradley

Our purpose is to prove central limit theorem for countable nonhomogeneous Markov chain under the condition of uniform convergence of transition probability matrices for countable nonhomogeneous Markov chain in Ces\`aro sense. Furthermore,…

概率论 · 数学 2020-10-15 Mingzhou Xu , Yunzheng Ding , Yongzheng Zhou

We study limit theorems for partial sums of instantaneous functions of a homogeneous Markov chain on a general state space. The summands are heavy-tailed and the limits are stable distributions. The conditions imposed on the transition…

概率论 · 数学 2018-08-14 Mohamed El Machkouri , Adam Jakubowski , Dalibor Volný

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 prove a Quantitative Functional Central Limit Theorem for one-hidden-layer neural networks with generic activation function. The rates of convergence that we establish depend heavily on the smoothness of the activation function, and they…

The main objective of this article is to establish a central limit theorem for additive three-variable functionals of bifurcating Markov chains. We thus extend the central limit theorem under point-wise ergodic conditions studied in…

概率论 · 数学 2022-07-04 S. Valère Bitseki Penda

Let $(U_n(t))_{t\in\R^d}$ be the empirical process associated to an $\R^d$-valued stationary process $(X_i)_{i\ge 0}$. We give general conditions, which only involve processes $(f(X_i))_{i\ge 0}$ for a restricted class of functions $f$,…

概率论 · 数学 2012-10-02 Olivier Durieu , Marco Tusche

We present a general functional central limit theorem started at a point also known under the name of quenched. As a consequence, we point out several new classes of stationary processes, defined via projection conditions, which satisfy…

概率论 · 数学 2016-01-19 David Barrera , Costel Peligrad , Magda Peligrad

We prove a central limit theorem for a certain class of functions on sparse rank-one inhomogeneous random graphs endowed with additional i.i.d. edge and vertex weights. Our proof of the central limit theorem uses a perturbative form of…

概率论 · 数学 2024-04-22 Anja Sturm , Moritz Wemheuer