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In the paper we propose certain conditions, relatively easy to verify, which ensure the central limit theorem for some general class of Markov chains. To justify the usefulness of our criterion, we further verify it for a particular…

概率论 · 数学 2020-12-04 Dawid Czapla , Katarzyna Horbacz , Hanna Wojewódka-Ściążko

In our previous paper \cite{FTD1}, we derived the almost sure convergence of the global density of eigenvalues of random matrices of the SYK model. In this paper, we will prove the central limit theorem for the linear statistic of…

数学物理 · 物理学 2018-06-18 Renjie Feng , Gang Tian , Dongyi Wei

In this article, we consider flexible seasonal time series models which consist of a common trend function over periods and additive individual trend (seasonal effect) functions. The consistency and asymptotic normality of the local linear…

数学物理 · 物理学 2014-03-11 Kyong-Hui Kim , Hak-Myong Pak

The paper is devoted to the investigation of Esscher's transform on high dimensional Euclidean spaces in the light of its application to the central limit theorem. With this tool, we explore necessary and sufficient conditions of normal…

概率论 · 数学 2024-07-31 Sergey Bobkov , Friedrich Götze

The second and third-named authors (arXiv:1705.04115) established a Central Limit Theorem for the error term in the Sato-Tate law for families of modular forms. This method was adapted to families of elliptic curves in by the first and…

数论 · 数学 2019-10-15 Stephan Baier , Neha Prabhu , Kaneenika Sinha

Through certain appropriate constructions, we establish periodic solutions in distribution for some stochastic differential equations with infinite-dimensional Levy noise. Additionally, we obtain the corresponding periodic measures and…

概率论 · 数学 2024-12-24 Xinying Deng , Yong Li , Xue Yang

In this paper, we derive asymptotic results for L^1-Wasserstein distance between the distribution function and the corresponding empirical distribution function of a stationary sequence. Next, we give some applications to dynamical systems…

概率论 · 数学 2008-12-16 Sophie Dede

This paper investigates the finite-sample prediction risk of the high-dimensional least squares estimator. We derive the central limit theorem for the prediction risk when both the sample size and the number of features tend to infinity.…

机器学习 · 统计学 2020-08-17 Zeng Li , Chuanlong Xie , Qinwen Wang

A Central Limit Theorem for linear combinations of iterates of an inner function is proved. The main technical tool is Aleksandrov Desintegration Theorem for Aleksandrov-Clark measures.

复变函数 · 数学 2020-06-23 Artur Nicolau , Odí Soler i Gibert

We study the Central Limit Theorem (CLT) in the so-called hybrid Lebesgue-continuous spaces and tail behavior of normed sums of centered random independent variables (vectors) with values in these spaces.

概率论 · 数学 2013-09-11 E. Ostrovsky , L. Sirota

In this work, we show that uniform integrability is not a necessary condition for central limit theorems (CLT) to hold for normalized multilevel Monte Carlo (MLMC) estimators and we provide near optimal weaker conditions under which the CLT…

概率论 · 数学 2019-05-17 Håkon Hoel , Sebastian Krumscheid

This paper studies the addition of linear constraints to the Support Vector Regression (SVR) when the kernel is linear. Adding those constraints into the problem allows to add prior knowledge on the estimator obtained, such as finding…

最优化与控制 · 数学 2019-11-07 Quentin Klopfenstein , Samuel Vaiter

In this paper, we derive a central limit theorem for collections of weakly correlated random variables indexed by discrete metric spaces, where the correlation decays in the distance of the indices. The correlation structure we study…

概率论 · 数学 2022-02-11 Michael Fleermann , Werner Kirsch

We give simple proofs, under minimal hypotheses, of the Weak Law of Large Numbers and the Central Limit Theorem for independent identically distributed random variables. These proofs use only the elementary calculus, together with the most…

概率论 · 数学 2012-07-26 Nicholas Pippenger

The purpose of this paper is to provide a first class of explicit sufficient conditions for the central limit theorem and related results in the setup of non-uniformly (partially) expanding non iid random transformations, considered as…

动力系统 · 数学 2023-07-25 Yeor Hafouta

M-estimators for Generalized Linear Models are considered under minimal assumptions. Under these preliminaries, strong convergence of the estimators are discussed and an expansion of the estimating operators are given in the non-i.i.d. case…

统计理论 · 数学 2021-10-26 K. P. Chowdhury

We study estimation and prediction in linear models where the response and the regressor variable both take values in some Hilbert space. Our main objective is to obtain consistency of a principal components based estimator for the…

统计理论 · 数学 2014-04-17 Siegfried Hörmann , Łukasz Kidziński

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 derive Esseen type bounds of the remainder in a combinatorial central limit theorem for independent random variables without third moments.

概率论 · 数学 2015-02-19 Andrei N. Frolov

The paper establishes the central limit theorems and proposes how to perform valid inference in factor models. We consider a setting where many counties/regions/assets are observed for many time periods, and when estimation of a global…

计量经济学 · 经济学 2023-06-22 Stanislav Anatolyev , Anna Mikusheva