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We start by reviewing recent probabilistic results on ergodic sums in a large class of (non-uniformly) hyperbolic dynamical systems. Namely, we describe the central limit theorem, the almost-sure convergence to the gaussian and other stable…

动力系统 · 数学 2012-05-09 J. -R. Chazottes

We study general random dynamical systems of continuous maps on some compact metric space. Assuming a local contraction condition and uniqueness of the stationary measure, we establish probabilistic limit laws such as the central limit…

动力系统 · 数学 2023-11-21 Katrin Gelfert , Graccyela Salcedo

We study the asymptotic behavior for an inhomogeneous multiscale stochastic dynamical system with non-smooth coefficients. Depending on the averaging regime and the homogenization regime, two strong convergences in the averaging principle…

概率论 · 数学 2021-04-21 Michael Röckner , Longjie Xie

In many real world chaotic systems, the interest is typically in determining when the system will behave in an extreme manner. Flooding and drought, extreme heatwaves, large earthquakes, and large drops in the stock market are examples of…

应用统计 · 统计学 2019-08-19 Michael LuValle

Limit theorems for a linear dynamical system with random interactions are established. These theorems enable us to characterize the dynamics of a large complex system in details and assess whether a large complex system is stable or…

数学物理 · 物理学 2011-11-10 J. F. Feng , M. Shcherbina , B. Tirozzi

In this paper, under mild assumptions, we derive a law of large numbers, a central limit theorem with an error estimate, an almost sure invariance principle and a variant of Chernoff bound in finite-state hidden Markov models. These limit…

信息论 · 计算机科学 2012-04-13 Guangyue Han

Stochastic dynamical systems consisting of non-invertible continuous maps on an interval are studied. It is proved that if they satisfy the recently introduced so-called $\mu$-injectivity and some mild assumptions, then proximality,…

动力系统 · 数学 2025-12-11 Sander C. Hille , Katarzyna Horbacz , Hanna Oppelmayer , Tomasz Szarek

This is a note on some results of the central limit theorem for deterministic dynamical systems. First, we give the central limit theorem for martingales, which is a main tool. Then we give the main results on the central limit theorem in…

概率论 · 数学 2022-10-10 Yuwen Wang

Stochastic gradient algorithms are more and more studied since they can deal efficiently and online with large samples in high dimensional spaces. In this paper, we first establish a Central Limit Theorem for these estimates as well as for…

统计理论 · 数学 2017-10-17 Antoine Godichon-Baggioni

We study the asymptotic behavior of stochastic hyperbolic parabolic equations with slow and fast time scales. Both the strong and weak convergence in the averaging principe are established, which can be viewed as a functional law of large…

概率论 · 数学 2020-11-12 Michael Röckner , Longjie Xie , Li Yang

In this paper we continue our earlier investigations into the asymptotic behaviour of infinite systems of coupled differential equations. Under the mild assumption that the so-called characteristic function of our system is completely…

泛函分析 · 数学 2020-10-01 Lassi Paunonen , David Seifert

We prove the asymptotic functional Poisson laws in the total variation norm and obtain estimates of the corresponding convergence rates for a large class of hyperbolic dynamical systems. These results generalize the ones obtained before in…

动力系统 · 数学 2021-07-07 Leonid Bunimovich , Yaofeng Su

Large deviations in chaotic dynamics have potentially significant and dramatic consequences. We study large deviations of series of finite lengths $N$ generated by chaotic maps. The distributions generally display an exponential decay with…

混沌动力学 · 物理学 2022-10-21 Naftali R. Smith

We study the distribution of maxima (Extreme Value Statistics) for sequences of observables computed along orbits generated by random transformations. The underlying, deterministic, dynamical system can be regular or chaotic. In the former…

We obtain large deviations estimates for both sequential and random compositions of intermittent maps. We also address the question of whether or not centering is necessary for the quenched central limit theorems (CLT) obtained by Nicol,…

动力系统 · 数学 2020-08-14 Matthew Nicol , Felipe Perez Pereira , Andrew Torok

Here we obtain the exact asymptotics for large and moderate deviations, strong law of large numbers and central limit theorem for chains with unbounded variable length memory.

概率论 · 数学 2019-11-18 A. Logachev , A. Mogulskii , A. Yambartsev

This paper establishes limit theorems for a class of stochastic hybrid systems (continuous deterministic dynamic coupled with jump Markov processes) in the fluid limit (small jumps at high frequency), thus extending known results for jump…

概率论 · 数学 2010-01-15 K. Pakdaman , M. Thieullen , G. Wainrib

Chaos in classical systems has been studied in plenty over many years. Although the search for chaos in quantum systems has been an area of prominent research over the last few decades, the detailed analysis of many inherently chaotic…

量子物理 · 物理学 2020-01-14 Aditi Pradeep , S. Anupama , C. Sudheesh

Convergence rate estimates in limit theorems for sums of independent random variables are considered.

历史与综述 · 数学 2021-10-22 Irina Shevtsova

In this paper, we develop a general law of large numbers and central limit theorem for cumulative reward processes associated with finite state Markov jump processes with non-stationary transition rates. Such models commonly arise in…

概率论 · 数学 2025-10-15 Monte Fischer , Peter W. Glynn
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