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We investigate the probability density of rescaled sums of iterates of deterministic dynamical systems, a problem relevant for many complex physical systems consisting of dependent random variables. A Central Limit Theorem (CLT) is only…

统计力学 · 物理学 2007-05-23 Ugur Tirnakli , Christian Beck , Constantino Tsallis

The Central Limit Theorem (CLT) establishes that sufficiently large sequences of independent and identically distributed random variables converge in probability to a normal distribution. This makes the CLT a fundamental building block of…

计算机科学中的逻辑 · 计算机科学 2026-03-10 Henning Basold , Oisín Flynn-Connolly , Chase Ford , Hao Wang

We show central limit theorems (CLT) for the Stieltjes transforms or more general analytic functions of symmetric matrices with independent heavy tailed entries, including entries in the domain of attraction of $\alpha$-stable laws and…

概率论 · 数学 2015-06-12 Florent Benaych-Georges , Alice Guionnet , Camille Male

A law of large numbers and a central limit theorem are derived for linear statistics of random symmetric matrices whose on-or-above diagonal entries are independent, but neither necessarily identically distributed, nor necessarily all of…

概率论 · 数学 2007-05-23 Greg Anderson , Ofer Zeitouni

We consider the existence of the integrated density of states (IDS) of the Anderson model on the Hilbert space $\ell^2(\mathbb{Z}^d)$ as analogues to the law of large numbers (LLN). In this work, we prove the analogues central limit theorem…

数学物理 · 物理学 2024-12-04 Dhriti Ranjan Dolai

This paper is concerned with the limiting spectral behaviors of large dimensional Kendall's rank correlation matrices generated by samples with independent and continuous components. We do not require the components to be identically…

统计理论 · 数学 2019-12-16 Zeng Li , Qinwen Wang , Runze Li

The Central Limit Theorem states that, in the limit of a large number of terms, an appropriately scaled sum of independent random variables yields another random variable whose probability distribution tends to a stable distribution. The…

数据分析、统计与概率 · 物理学 2024-04-08 Damián H. Zanette , Inés Samengo

We prove two theorems related to the Central Limit Theorem (CLT) for Martin-L\"of Random (MLR) sequences. Martin-L\"of randomness attempts to capture what it means for a sequence of bits to be "truly random". By contrast, CLTs do not make…

概率论 · 数学 2022-01-31 Anton Vuerinckx , Yves Moreau

In this paper we study uniform versions of two limit theorems in random left truncation model (RLTM). The law of large numbers (LLN) and the central limit theorem (CLT) have been obtained under the bracketing entropy conditions in this…

统计理论 · 数学 2016-07-27 Vahid Fakoor , Raheleh. Zamini

The Central Limit Theorem (CLT) is one of the most fundamental results in statistics. It states that the standardized sample mean of a sequence of $n$ mutually independent and identically distributed random variables with finite first and…

We discuss CLT for the global and local linear statistics of random matrices from classical compact groups. The main part of our proofs are certain combinatorial identities much in the spirit of works by Kac and Spohn.

概率论 · 数学 2007-05-23 Alexander Soshnikov

We study the long-term average evolution of the random ensemble along integrable Hamiltonian systems with time $T$-periodic transitions. More precisely, for any observable $G$, it is demonstrated that the ensemble under $G$ in long time…

动力系统 · 数学 2023-11-27 Xinyu Liu , Yong Li

The general model of coagulation is considered. For basic classes of unbounded coagulation kernels the central limit theorem (CLT) is obtained for the fluctuations around the dynamic law of large numbers (LLN). A rather precise rate of…

概率论 · 数学 2022-05-03 Vassili Kolokoltsov

We present a new approach, inspired by Stein's method, to prove a central limit theorem (CLT) for linear statistics of $\beta$-ensembles in the one-cut regime. Compared with the previous proofs, our result requires less regularity on the…

概率论 · 数学 2019-02-20 Gaultier Lambert , Michel Ledoux , Christian Webb

We study the asymptotic behavior, uniform-in-time, of a non-linear dynamical system under the combined effects of fast periodic sampling with period $\delta$ and small white noise of size $\varepsilon,\thinspace 0<\varepsilon,\delta \ll 1$.…

概率论 · 数学 2025-02-18 Shivam Singh Dhama , Konstantinos Spiliopoulos

We obtain the law of large numbers (LLN) and the central limit theorem (CLT) for weakly dependent non-stationary arrays of random fields with asymptotically unbounded moments. The weak dependence condition for arrays of random fields is…

统计理论 · 数学 2024-08-15 Yue Pan , Jiazhu Pan

Dynamical systems with $\epsilon$ small random perturbations appear in both continuous mechanical motions and discrete stochastic chemical kinetics. The present work provides a detailed analysis of the central limit theorem (CLT), with a…

数学物理 · 物理学 2021-03-17 Yu-Chen Cheng , Hong Qian

The law of large numbers for the empirical density for the pairs of uniformly distributed integers with a given greatest common divisor is a classic result in number theory. In this paper, we study the large deviations of the empirical…

概率论 · 数学 2016-10-07 Behzad Mehrdad , Lingjiong Zhu

The standard Large Deviation Theory (LDT) is mathematically illustrated by the Boltzmann-Gibbs factor which describes the thermal equilibrium of short-range-interacting many-body Hamiltonian systems, the velocity distribution of which is…

统计力学 · 物理学 2021-12-24 Ugur Tirnakli , Constantino Tsallis , Nihat Ay

Under the high-dimensional setting that data dimension and sample size tend to infinity proportionally, we derive the central limit theorem (CLT) for linear spectral statistics (LSS) of large-dimensional sample covariance matrix. Different…

统计理论 · 数学 2021-06-21 Liu Zhijun , Bai Zhidong , Hu Jiang , Song Haiyan
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