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We investigate long and short memory in $\alpha$-stable moving averages and max-stable processes with $\alpha$-Fr\'echet marginal distributions. As these processes are heavy-tailed, we rely on the notion of long range dependence suggested…

概率论 · 数学 2020-06-01 Vitalii Makogin , Marco Oesting , Albert Rapp , Evgeny Spodarev

We construct a four-parameter family of Markov processes on infinite Gelfand-Tsetlin schemes that preserve the class of central (Gibbs) measures. Any process in the family induces a Feller Markov process on the infinite-dimensional boundary…

概率论 · 数学 2013-03-04 Alexei Borodin , Grigori Olshanski

We consider the extremal shot noise defined by $$M(y)=\sup\{mh(y-x);(x,m)\in\Phi\},$$ where $\Phi$ is a Poisson point process on $\bbR^d\times (0,+\infty)$ with intensity $\lambda dxG(dm)$ and $h:\bbR^d\to [0,+\infty]$ is a measurable…

概率论 · 数学 2010-06-01 Clément Dombry

Predicting extreme events is important in many applications in risk analysis. The extreme-value theory suggests modelling extremes by max-stable distributions. The Bayesian approach provides a natural framework for statistical prediction.…

统计理论 · 数学 2020-09-22 Simone A. Padoan , Stefano Rizzelli

We investigate the extremal process of four-dimensional membrane models as the size of the lattice $N$ tends to infinity. We prove the cluster-like geometry of the extreme points and the existence as well as the uniqueness of the extremal…

概率论 · 数学 2025-07-29 Hao Ge , Xinyi Li , Jiaxi Zhao

Max-stable random fields play a central role in modeling extreme value phenomena. We obtain an explicit formula for the conditional probability in general max-linear models, which include a large class of max-stable random fields. As a…

统计计算 · 统计学 2010-11-29 Yizao Wang , Stilian A. Stoev

Generalized autoregressive conditionally heteroskedastic (GARCH) processes are widely used for modelling features commonly found in observed financial returns. The extremal properties of these processes are of considerable interest for…

统计计算 · 统计学 2019-08-20 Fabrizio Laurini , Paul Fearnhead , Jonathan A. Tawn

We construct stationary max-infinitely divisible (max-id) processes from systems of randomly time-changed L\'evy particles. Classical examples without time change, such as the Brown-Resnick process, are, up to marginal transformations,…

概率论 · 数学 2026-04-14 Ioan Scheffel

This paper presents a new model for characterising temporal dependence in exceedances above a threshold. The model is based on the class of trawl processes, which are stationary, infinitely divisible stochastic processes. The model for…

统计方法学 · 统计学 2017-12-19 Ragnhild C. Noven , Almut E. D. Veraart , Axel Gandy

Factor models have large potencial in the modeling of several natural and human phenomena. In this paper we consider a multivariate time series $\mb{Y}_n$, ${n\geq 1}$, rescaled through random factors $\mb{T}_n$, ${n\geq 1}$, extending some…

概率论 · 数学 2013-06-18 Helena Ferreira , Marta Ferreira

This paper deals with the generalized convolutions connected with the Williamson transform and the maximum operation. We focus on such convolutions which can define transition probabilities of renewal processes. They should be monotonic…

概率论 · 数学 2022-04-21 B. H. Jasiulis-Gołdyn , J. K. Misiewicz , E. Omey , J. Wesołowski

For a measure preserving dynamical system $(\mathcal{X},f, \mu)$, we consider the time series of maxima $M_n=\max\{X_1,\ldots,X_n\}$ associated to the process $X_n=\phi(f^{n-1}(x))$ generated by the dynamical system for some observable…

动力系统 · 数学 2017-05-25 Mark Holland , Mike Todd

The master equation and, more generally, Markov processes are routinely used as models for stochastic processes. They are often justified on the basis of randomization and coarse-graining assumptions. Here instead, we derive n-th order…

统计力学 · 物理学 2012-09-27 Julian Lee , Steve Pressé

Subshifts of deterministic substitutions are ubiquitous objects in dynamical systems and aperiodic order (the mathematical theory of quasicrystals). Two of their most striking features are that they have low complexity (zero topological…

动力系统 · 数学 2026-01-14 Philipp Gohlke , Andrew Mitchell , Dan Rust , Tony Samuel

In this paper, we present an algorithm for the fitting of a location-scale variant of the canonical fundamental skew t (CFUST) distribution, a superclass of the restricted and unrestricted skew t-distributions. In recent years, a few…

统计方法学 · 统计学 2014-02-03 Sharon X. Lee , Geoffrey J. McLachlan

We study the extremal behavior of a stochastic integral driven by a multivariate L\'{e}vy process that is regularly varying with index $\alpha>0$. For predictable integrands with a finite $(\alpha+\delta)$-moment, for some $\delta>0$, we…

概率论 · 数学 2007-05-23 Henrik Hult , Filip Lindskog

We give conditions to prove the existence of an Extremal Index for general stationary stochastic processes by detecting the presence of one or more underlying periodic phenomena. This theory, besides giving general useful tools to identify…

Maximum likelihood methods, while widely used, may be non-robust due to disagreement between the assumptions upon which the models are based and the true density probability distribution of observed data. Because the Empirical…

统计理论 · 数学 2016-11-26 Mor Ndongo , Abdou Kâ Diongue , Aliou Diop , Simplice Dossou-Gbété

We develop classification results for max--stable processes, based on their spectral representations. The structure of max--linear isometries and minimal spectral representations play important roles. We propose a general classification…

概率论 · 数学 2009-09-18 Yizao Wang , Stilian A. Stoev

Extreme-value theory for random vectors and stochastic processes with continuous trajectories is usually formulated for random objects all of whose univariate marginal distributions are identical. In the spirit of Sklar's theorem from…

概率论 · 数学 2016-12-23 Anne Sabourin , Johan Segers