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We study stationary max-stable processes $\{\eta(t)\colon t\in\mathbb R\}$ admitting a representation of the form $\eta(t)=\max_{i\in\mathbb N}(U_i+ Y_i(t))$, where $\sum_{i=1}^{\infty} \delta_{U_i}$ is a Poisson point process on $\mathbb…

概率论 · 数学 2015-07-03 Sebastian Engelke , Zakhar Kabluchko

Estimation of extreme-value parameters from observations in the max-domain of attraction (MDA) of a multivariate max-stable distribution commonly uses aggregated data such as block maxima. Since we expect that additional information is…

统计方法学 · 统计学 2012-09-26 Sebastian Engelke , Alexander Malinowski , Zakhar Kabluchko , Martin Schlather

Max-stable processes are natural models for spatial extremes because they provide suitable asymptotic approximations to the distribution of maxima of random fields. In the recent past, several parametric families of stationary max-stable…

统计方法学 · 统计学 2016-02-22 Raphael Huser , Marc G. Genton

In recent years, parametric models for max-stable processes have become a popular choice for modeling spatial extremes because they arise as the asymptotic limit of rescaled maxima of independent and identically distributed random…

统计方法学 · 统计学 2025-05-14 Carolin Forster , Marco Oesting

Max-stable processes play an important role as models for spatial extreme events. Their complex structure as the pointwise maximum over an infinite number of random functions makes simulation highly nontrivial. Algorithms based on finite…

统计方法学 · 统计学 2015-06-16 Clément Dombry , Sebastian Engelke , Marco Oesting

We prove that the class of discrete time stationary max-stable process satisfying the Markov property is equal, up to time reversal, to the class of stationary max-autoregressive processes of order $1$. A similar statement is also proved…

概率论 · 数学 2013-11-13 Clément Dombry , Frédéric Eyi-Minko

Let $X_{i,n},n\in \mathbb{N},1\leq i\leq n$, be a triangular array of independent $\mathbb{R}^d$-valued Gaussian random vectors with correlation matrices $\Sigma_{i,n}$. We give necessary conditions under which the row-wise maxima converge…

概率论 · 数学 2015-04-08 Sebastian Engelke , Zakhar Kabluchko , Martin Schlather

Max-stable processes are widely used to model spatial extremes. These processes exhibit asymptotic dependence meaning that the large values of the process can occur simultaneously over space. Recently, inverted max-stable processes have…

概率论 · 数学 2015-01-20 Ioannis Papastathopoulos , Jonathan A. Tawn

We consider a process $Z$ on the real line composed from a L\'evy process and its exponentially tilted version killed with arbitrary rates and give an expression for the joint law of $Z$ seen from its supremum, the supremum $\overline Z$…

概率论 · 数学 2014-05-15 Sebastian Engelke , Jevgenijs Ivanovs

We consider the class of simple Brown-Resnick max-stable processes whose spectral processes are continuous exponential martingales. We develop the asymptotic theory for the realized power variations of these max-stable processes, that is,…

统计理论 · 数学 2019-06-11 Christian Y. Robert

We introduce a general theory on stationary approximations for locally stationary continuous-time processes. Based on the stationary approximation, we use $\theta$-weak dependence to establish laws of large numbers and central limit type…

概率论 · 数学 2022-03-01 Robert Stelzer , Bennet Ströh

In this contribution we discuss the relation between Pickands-type constants defined for certain Brown-Resnick stationary process $W(t),t\in R$ as $$\mathcal{H}_W^\delta= \lim_{T\to\infty} T^{-1} E{ \left(\sup_{t\in \delta Z \cap [0,T]}…

概率论 · 数学 2017-04-06 Krzysztof Dębicki , Enkelejd Hashorva

A particle system is a family of i.i.d. stochastic processes with values translated by Poisson points. We obtain conditions that ensure the stationarity in time of the particle system in R^d and in some cases provide a full characterisation…

概率论 · 数学 2013-11-05 Ilya Molchanov , Kaspar Stucki

We study a $d$-dimensional stochastic process $\mathbf{X}$ which arises from a L\'evy process $\mathbf{Y}$ by partial resetting, that is the position of the process $\mathbf{X}$ at a Poisson moment equals $c$ times its position right before…

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

Let $W_i,i\in{\mathbb{N}}$, be independent copies of a zero-mean Gaussian process $\{W(t),t\in{\mathbb{R}}^d\}$ with stationary increments and variance $\sigma^2(t)$. Independently of $W_i$, let $\sum_{i=1}^{\infty}\delta_{U_i}$ be a…

概率论 · 数学 2009-09-25 Zakhar Kabluchko , Martin Schlather , Laurens de Haan

We consider the piecewise-deterministic Markov process obtained by randomly switching between the flows generated by a finite set of smooth vector fields on a compact set. We obtain H\"ormander-type conditions on the vector fields…

概率论 · 数学 2023-02-14 Michel Benaïm , Oliver Tough

Systems of stochastic particles evolving in a multi-well energy landscape and attracted to their barycenter is the prototypical example of mean-field process undergoing phase transitions: at low temperature, the corresponding mean-field…

概率论 · 数学 2025-03-04 Pierre Monmarché

Multivariate max-stable processes are important for both theoretical investigations and various statistical applications motivated by the fact that these are limiting processes, for instance of stationary multivariate regularly varying time…

概率论 · 数学 2021-02-16 Enkelejd Hashorva , Alfred Kume

This paper deals with the question of conditional sampling and prediction for the class of stationary max-stable processes which allow for a mixed moving maxima representation. We develop an exact procedure for conditional sampling using…

概率论 · 数学 2014-03-25 Marco Oesting , Martin Schlather
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