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We study rare events in the extreme value statistics of stochastic symmetric jump processes with power tails in the distributions of the jumps, using the big-jump principle. The principle states that in the presence of stochastic processes…

统计力学 · 物理学 2024-09-04 Alberto Bassanoni , Alessandro Vezzani , Raffaella Burioni

The prediction and control of rare events is an important task in disciplines that range from physics and biology, to economics and social science. The Big Jump principle deals with a peculiar aspect of the mechanism that drives rare…

统计力学 · 物理学 2020-02-27 Alessandro Vezzani , Eli Barkai , Raffaella Burioni

Rare events in stochastic processes with heavy-tailed distributions are controlled by the big jump principle, which states that a rare large fluctuation is produced by a single event and not by an accumulation of coherent small deviations.…

统计力学 · 物理学 2020-03-13 Raffaella Burioni , Alessandro Vezzani

Extreme events are by nature rare and difficult to predict, yet are often much more important than frequent, typical events. An interesting counterpoint to the prediction of such events is their retrodiction -- given a process in an outlier…

概率论 · 数学 2022-11-21 Wesley W. Erickson , Daniel A. Steck

We propose a class of strongly efficient rare event simulation estimators for random walks and compound Poisson processes with a regularly varying increment/jump-size distribution in a general large deviations regime. Our estimator is based…

概率论 · 数学 2017-06-14 Bohan Chen , Jose Blanchet , Chang-Han Rhee , Bert Zwart

The big jump principle is a well established mathematical result for sums of independent and identically distributed random variables extracted from a fat tailed distribution. It states that the tail of the distribution of the sum is the…

统计力学 · 物理学 2019-07-10 Alessandro Vezzani , Eli Barkai , Raffaella Burioni

We study the long-time behavior of the probability density associated with the decoupled continuous-time random walk which is characterized by a superheavy-tailed distribution of waiting times. It is shown that if the random walk is…

统计力学 · 物理学 2011-05-02 S. I. Denisov , H. Kantz

We study the long-time behavior of the scaled walker (particle) position associated with decoupled continuous-time random walk which is characterized by superheavy-tailed distribution of waiting times and asymmetric heavy-tailed…

统计力学 · 物理学 2013-02-19 S. I. Denisov , Yu. S. Bystrik , H. Kantz

First-passage properties of continuous stochastic processes confined in a 1--dimensional interval are well described. However, for jump processes (discrete random walks), the characterization of the corresponding observables remains…

统计力学 · 物理学 2023-05-17 Jérémie Klinger , Raphaël Voituriez , Olivier Bénichou

In a number of applications, particularly in financial and actuarial mathematics, it is of interest to characterize the tail distribution of a random variable $V$ satisfying the distributional equation $V\stackrel{\mathcal{D}}{=}f(V)$,…

概率论 · 数学 2014-07-04 Jeffrey F. Collamore , Guoqing Diao , Anand N. Vidyashankar

We discuss diffusion properties of a dynamical system, which is characterised by long-tail distributions and finite correlations. The particle velocity has the stable L\'evy distribution; it is assumed as a jumping process (the kangaroo…

统计力学 · 物理学 2011-06-21 Tomasz Srokowski

Rare events in molecular dynamics are often related to noise-induced transitions between different macroscopic states (e.g., in protein folding). A common feature of these rare transitions is that they happen on timescales that are on…

The {\alpha}-stable L\'evy process, commonly used to describe L\'evy flight, is characterized by discontinuous jumps and is widely used to model anomalous transport phenomena. In this study, we investigate the associated exit problem and…

数值分析 · 数学 2026-01-16 Minglei Yang , Diego del-Castillo-Negrete , Guannan Zhang

We consider a broad class of Continuous Time Random Walks with large fluctuations effects in space and time distributions: a random walk with trapping, describing subdiffusion in disordered and glassy materials, and a L\'evy walk process,…

统计力学 · 物理学 2015-06-23 R. Burioni , G. Gradenigo , A. Sarracino , A. Vezzani , A. Vulpiani

Extreme events have an important role which is sometime catastrophic in a variety of natural phenomena including climate, earthquakes and turbulence, as well as in man-made environments like financial markets. Statistical analysis and…

混沌动力学 · 物理学 2009-10-31 Victor S. L'vov , Anna Pomyalov , Itamar Procaccia

In this paper we address the problem of rare-event simulation for heavy-tailed L\'evy processes with infinite activities. We propose a strongly efficient importance sampling algorithm that builds upon the sample path large deviations for…

概率论 · 数学 2020-07-17 Xingyu Wang , Chang-Han Rhee

This paper investigates L\'evy walks with random velocities, extending classical models beyond constant speed assumptions. We derive scaling limits, demonstrating that diffusion depends on interplay between heavy-tailed duration and…

概率论 · 数学 2026-04-28 Hubert Woszczek , Marek A. Teuerle , Agnieszka Wyłomańska

Anomalous diffusion processes, in particular superdiffusive ones, are known to be efficient strategies for searching and navigation by animals and also in human mobility. One way to create such regimes are L\'evy flights, where the walkers…

物理与社会 · 物理学 2017-02-22 Sarah de Nigris , Timoteo Carletti , Renaud Lambiotte

Finding a target in a complex environment is a fundamental challenge in nature, from chemical reactions to sperm reaching an egg. An effective strategy to reduce the time needed to reach a target is to deploy many searchers, increasing the…

We study the long-time behavior of decoupled continuous-time random walks characterized by superheavy-tailed distributions of waiting times and symmetric heavy-tailed distributions of jump lengths. Our main quantity of interest is the…

统计力学 · 物理学 2011-12-30 S. I. Denisov , S. B. Yuste , Yu. S. Bystrik , H. Kantz , K. Lindenberg
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