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We obtain large and moderate deviation estimates, as well as concentration inequalities, for a class of nonuniformly expanding maps with stretched exponential decay of correlations. In the large deviation regime, we also exhibit examples…

概率论 · 数学 2022-01-26 C Cuny , J Dedecker , F Merlevède

We study the concentration phenomenon for discrete-time random dynamical systems with an unbounded state space. We develop a heuristic approach towards obtaining exponential concentration inequalities for dynamical systems using an entirely…

机器学习 · 统计学 2022-12-08 Muhammad Abdullah Naeem , Miroslav Pajic

We give an example of a sequential dynamical system consisting of intermittent-type maps which exhibits loss of memory with a polynomial rate of decay. A uniform bound holds for the upper rate of memory loss. The maps may be chosen in any…

动力系统 · 数学 2014-10-31 R. Aimino , H. Hu , M. Nicol , A. Torok , S. Vaienti

We establish concentration inequalities for random dynamical systems (RDSs), assuming that the observables of interest are separately Lipschitz. Under a weak average contraction condition, we obtain deviation bounds for several random…

动力系统 · 数学 2026-03-24 Graccyela Salcedo

We study nonstationary intermittent dynamical systems, such as compositions of a (deterministic) sequence of Pomeau-Manneville maps. We prove two main results: sharp bounds on memory loss, including the "unexpected" faster rate for a large…

动力系统 · 数学 2021-04-21 Alexey Korepanov , Juho Leppänen

We study nonstationary dynamical systems formed by sequential concatenation of nonuniformly expanding maps with a uniformly expanding first return map. Assuming a polynomially decaying upper bound on the tails of first return times that is…

动力系统 · 数学 2025-09-22 A. Korepanov , J. Leppänen

This paper discusses the evolution of probability distributions for certain time-dependent dynamical systems. Exponential loss of memory is proved for expanding maps and for one-dimensional piecewise expanding maps with slowly varying…

动力系统 · 数学 2012-10-02 William Ott , Lai-Sang Young , Mikko Stenlund

We provide a brief tutorial on the use of concentration inequalities as they apply to system identification of state-space parameters of linear time invariant systems, with a focus on the fully observed setting. We draw upon tools from the…

最优化与控制 · 数学 2019-08-30 Nikolai Matni , Stephen Tu

We study perturbations of random dynamical systems whose associated transfer operators admit a uniform spectral gap. We provide a $k^{\text{th}}$-order approximation for the invariant density of the associated random dynamical system. We…

动力系统 · 数学 2020-06-18 Toby Taylor-Crush

We give a concentration inequality based on the premise that random variables take values within a particular region. The concentration inequality guarantees that, for any sequence of correlated random variables, the difference between the…

概率论 · 数学 2020-02-21 Go Kato

We obtain optimal moment bounds for Birkhoff sums, and optimal concentration inequalities, for a large class of slowly mixing dynamical systems, including those that admit anomalous diffusion in the form of a stable law or a central limit…

动力系统 · 数学 2017-09-01 Sébastien Gouëzel , Ian Melbourne

The work [8] established memory loss in the time-dependent (non-random) case of uniformly expanding maps of the interval. Here we find conditions under which we have convergence to the normal distribution of the appropriately scaled…

动力系统 · 数学 2016-03-25 Peter Nandori , Domokos Szasz , Tamas Varju

We consider an independent and identically distributed (i.i.d.) random dynamical system of simple linear transformations on the unit interval $T_{\beta}(x)=\beta x$ (mod $1$), $x\in[0,1]$, $\beta>0$, which are the so-called…

动力系统 · 数学 2024-04-26 Shintaro Suzuki

We establish limit theorems for the fluctuations of the rescaled occupation time of a $(d,\alpha,\beta)$-branching particle system. It consists of particles moving according to a symmetric $\alpha$-stable motion in $\mathbb{R}^d$. The…

概率论 · 数学 2008-02-04 Piotr Milos

We prove limit theorems of an entirely new type for certain long memory regularly varying stationary infinitely divisible random processes. These theorems involve multiple phase transitions governed by how long the memory is. Apart from one…

概率论 · 数学 2018-05-23 Gennady Samorodnitsky , Yizao Wang

This article is concerned with the fluctuations and the concentration properties of a general class of discrete generation and mean field particle interpretations of nonlinear measure valued processes. We combine an original stochastic…

概率论 · 数学 2012-11-09 Pierre Del Moral , Emmanuel Rio

Concentration inequalities quantify the deviation of a random variable from a fixed value. In spite of numerous applications, such as opinion surveys or ecological counting procedures, few concentration results are known for the setting of…

统计理论 · 数学 2015-07-28 Rémi Bardenet , Odalric-Ambrym Maillard

This article studies the quasi-stationary behaviour of absorbed one-dimensional diffusions. We obtain necessary and sufficient conditions for the exponential convergence to a unique quasi-stationary distribution in total variation,…

概率论 · 数学 2017-03-03 Nicolas Champagnat , Denis Villemonais

We develop concentration inequalities for the $l_\infty$ norm of vector linear processes with sub-Weibull, mixingale innovations. This inequality is used to obtain a concentration bound for the maximum entrywise norm of the lag-$h$…

统计理论 · 数学 2024-10-18 Eduardo Fonseca Mendes , Fellipe Lopes

The search for universal laws that help establish a relationship between dynamics and computation is driven by recent expansionist initiatives in biologically inspired computing. A general setting to understand both such dynamics and…

机器学习 · 计算机科学 2020-09-17 G Manjunath
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