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We present an upper bound for the Kolmogorov-Sinai entropy of quantum systems having a mixing quantum phase space. The method for this estimation is based on the following ingredients: i) the graininess of quantum phase space in virtue of…

量子物理 · 物理学 2017-03-13 Ignacio S. Gomez

Observing how long a dynamical system takes to return to some state is one of the most simple ways to model and quantify its dynamics from data series. This work proposes two formulas to estimate the KS entropy and a lower bound of it, a…

混沌动力学 · 物理学 2015-05-14 M. S. Baptista , E. J. Ngamga , Paulo R. F. Pinto , Margarida Brito , J. Kurths

Mixing of finite time-homogeneous Markov chains is well understood nowadays, with a rich set of techniques to estimate their mixing time. In this paper, we study the mixing time of random walks in dynamic random environments. To that end,…

概率论 · 数学 2023-09-27 Raphael Erb

The problem of sampling from the stationary distribution of a Markov chain finds widespread applications in a variety of fields. The time required for a Markov chain to converge to its stationary distribution is known as the classical…

量子物理 · 物理学 2022-09-14 Shantanav Chakraborty , Kyle Luh , Jérémie Roland

We propose a method for computing the Kolmogorov-Sinai (KS) entropy of chaotic systems. In this method, the KS entropy is expressed as a statistical average over the canonical ensemble for a Hamiltonian with many ground states. This…

统计力学 · 物理学 2007-05-23 Shin-ichi Sasa , Kumiko Hayashi

The ordinal approach to evaluate time series due to innovative works of Bandt and Pompe has increasingly established itself among other techniques of nonlinear time series analysis. In this paper, we summarize and generalize the theory of…

动力系统 · 数学 2017-10-19 Karsten Keller , Sergiy Maksymenko , Inga Stolz

We address the problem of applying the Kolmogorov-Sinai method of entropic analysis, expressed in a generalized non-extensive form, to the dynamics of the logistic map at the chaotic threshold, which is known to be characterized by a power…

凝聚态物理 · 物理学 2007-05-23 S. Montangero , L. Fronzoni , P. Grigolini

In an equilibrium system, the Kolmogorov-Sinai entropy, $h_{\mathrm{KS}}$, equals the sum of the positive Lyapunov exponents, the exponential rates of divergence of infinitesimal perturbations. Kinetic theory may be used to calculate the…

混沌动力学 · 物理学 2009-11-11 Astrid S. de Wijn

We provide a general framework for computing upper bounds on mixing times of finite Markov chains when its minimal ideal is left zero. Our analysis is based on combining results by Brown and Diaconis with our previous work on stationary…

概率论 · 数学 2023-01-04 John Rhodes , Anne Schilling

We study continuous-time Markov chains on the non-negative integers under mild regularity conditions (in particular, the set of jump vectors is finite and both forward and backward jumps are possible). Based on the so-called flux balance…

概率论 · 数学 2024-11-26 Mads Chr Hansen , Carsten Wiuf , Chuang Xu

In this paper, we present a novel iterative Monte Carlo method for approximating the stationary probability of a single state of a positive recurrent Markov chain. We utilize the characterization that the stationary probability of a state…

数据结构与算法 · 计算机科学 2015-12-11 Christina E. Lee , Asuman Ozdaglar , Devavrat Shah

The performance of Hamiltonian Monte Carlo (HMC) sampler depends critically on some algorithm parameters such as the total integration time and the numerical integration stepsize. The parameter tuning is particularly challenging when the…

统计计算 · 统计学 2020-05-19 Tengchao Yu , Hongqiao Wang , Jinglai Li

The convergence rate of a Markov chain to its stationary distribution is typically assessed using the concept of total variation mixing time. However, this worst-case measure often yields pessimistic estimates and is challenging to infer…

统计理论 · 数学 2026-02-06 Geoffrey Wolfer , Pierre Alquier

Estimating the entropy based on data is one of the prototypical problems in distribution property testing and estimation. For estimating the Shannon entropy of a distribution on $S$ elements with independent samples, [Paninski2004] showed…

机器学习 · 计算机科学 2018-09-25 Yanjun Han , Jiantao Jiao , Chuan-Zheng Lee , Tsachy Weissman , Yihong Wu , Tiancheng Yu

Motivated by robotic surveillance applications, this paper studies the novel problem of maximizing the return time entropy of a Markov chain, subject to a graph topology with travel times and stationary distribution. The return time entropy…

最优化与控制 · 数学 2018-05-29 Xiaoming Duan , Mishel George , Francesco Bullo

The Kolmogorov-Sinai (K-S) entropy is a central measure of complexity and chaos. Its calculation for many-body systems is an interesting and important challenge. In this paper, the evaluation is formulated by considering $N$-dimensional…

混沌动力学 · 物理学 2013-05-29 Arul Lakshminarayan , Steven Tomsovic

We present a principled approach for estimating the matrix of microscopic rates among states of a Markov process, given only its stationary state population distribution and a single average global kinetic observable. We adapt Maximum…

统计力学 · 物理学 2014-02-17 Purushottam D. Dixit , Ken A. Dill

Filyokov and Karpov [Inzhenerno-Fizicheskii Zhurnal 13, 624 (1967)] have proposed a theory of non-equilibrium steady states in direct analogy with the theory of equilibrium states : the principle is to maximize the Shannon entropy…

统计力学 · 物理学 2011-03-07 Cecile Monthus

An important problem in the implementation of Markov Chain Monte Carlo algorithms is to determine the convergence time, or the number of iterations before the chain is close to stationarity. For many Markov chains used in practice this time…

数据结构与算法 · 计算机科学 2010-07-02 Nayantara Bhatnagar , Andrej Bogdanov , Elchanan Mossel

In this paper we prove estimates on the behaviour of the Kolmogorov-Sinai entropy relative to a partition for randomly perturbed dynamical systems. Our estimates use the entropy for the unperturbed system and are obtained using the notion…

动力系统 · 数学 2007-05-23 Claudio Bonanno
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