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相关论文: Extreme Event Statistics in a Drifting Markov Chai…

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Capturing the dependence structure of multivariate extreme events is a major concern in many fields involving the management of risks stemming from multiple sources, e.g. portfolio monitoring, insurance, environmental risk management and…

机器学习 · 统计学 2016-03-15 Nicolas Goix , Anne Sabourin , Stéphan Clémençon

We derive some key extremal features for $k$th order Markov chains that can be used to understand how the process moves between an extreme state and the body of the process. The chains are studied given that there is an exceedance of a…

统计理论 · 数学 2023-01-27 Ioannis Papastathopoulos , Adrian Casey , Jonathan A. Tawn

The extremal behaviour of a Markov chain is typically characterized by its tail chain. For asymptotically dependent Markov chains existing formulations fail to capture the full evolution of the extreme event when the chain moves out of the…

Extreme value statistics provides accurate estimates for the small occurrence probabilities of rare events. While theory and statistical tools for univariate extremes are well-developed, methods for high-dimensional and complex data sets…

统计方法学 · 统计学 2021-01-06 Sebastian Engelke , Jevgenijs Ivanovs

A block Markov chain is a Markov chain whose state space can be partitioned into a finite number of clusters such that the transition probabilities only depend on the clusters. Block Markov chains thus serve as a model for Markov chains…

概率论 · 数学 2023-04-03 Jaron Sanders , Alexander Van Werde

Extreme events are emergent phenomena in multi-particle transport processes on complex networks. In practice, such events could range from power blackouts to call drops in cellular networks to traffic congestion on roads. All the earlier…

物理与社会 · 物理学 2020-10-27 Aanjaneya Kumar , Suman Kulkarni , M. S. Santhanam

Accurate modelling of the joint extremal dependence structure within a stationary time series is a challenging problem that is important in many applications.\ Several previous approaches to this problem are only applicable to certain types…

统计方法学 · 统计学 2023-03-09 Graeme Auld , Ioannis Papastathopoulos

Rare events in the first-passage distributions of jump processes are capable of triggering anomalous reactions or series of events. Estimating their probability is particularly important when the jump probabilities have broad-tailed…

统计力学 · 物理学 2024-05-06 Alessandro Vezzani , Raffaella Burioni

The extremes of a univariate Markov chain with regulary varying stationary marginal distribution and asymptotically linear behavior are known to exhibit a multiplicative random walk structure called the tail chain. In this paper, we extend…

概率论 · 数学 2014-02-04 Anja Janßen , Johan Segers

Risk management is particularly concerned with extreme events, but analysing these events is often hindered by the scarcity of data, especially in a multivariate context. This data scarcity complicates risk management efforts. Various tools…

统计方法学 · 统计学 2026-01-15 Nisrine Madhar , Juliette Legrand , Maud Thomas

Extreme value (EV) statistics of correlated systems are widely investigated in many fields, spanning the spectrum from weather forecasting to earthquake prediction. Does the unavoidable discrete sampling of a continuous correlated…

统计力学 · 物理学 2022-08-29 Lior Zarfaty , Eli Barkai , David A. Kessler

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

Regular variation provides a convenient theoretical framework to study large events. In the multivariate setting, the dependence structure of the positive extremes is characterized by a measure - the spectral measure - defined on the…

机器学习 · 统计学 2021-02-24 Meyer Nicolas , Olivier Wintenberger

Multivariate extreme value distributions are a common choice for modelling multivariate extremes. In high dimensions, however, the construction of flexible and parsimonious models is challenging. We propose to combine bivariate max-stable…

统计方法学 · 统计学 2024-12-25 Shuang Hu , Zuoxiang Peng , Johan Segers

Focusing on stochastic systems arising in mean-field models, the systems under consideration belong to the class of switching diffusions, in which continuous dynamics and discrete events coexist and interact. The discrete events are modeled…

概率论 · 数学 2019-01-18 Son L. Nguyen , George Yin , Tuan A. Hoang

We investigate extreme value theory for physical systems with a global conservation law which describe renewal processes, mass transport models and long-range interacting spin models. As shown previously, a special feature is that the…

统计力学 · 物理学 2020-11-04 Marc Höll , Wanli Wang , Eli Barkai

Extreme events are unusual and rare large-amplitude fluctuations that occur can unexpectedly in nonlinear dynamical systems. Events above the extreme event threshold of the probability distribution of a nonlinear process characterize…

数据分析、统计与概率 · 物理学 2023-03-08 Premraj Durairaj , Sathiyadevi Kanagaraj , Suresh Kumarasamy , Karthikeyan Rajagopal

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

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…

Statistical physics and dynamical systems theory are key tools to study high-impact geophysical events such as temperature extremes, cyclones, thunderstorms, geomagnetic storms and many more. Despite the intrinsic differences between these…

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