{ "id": "1412.7444", "version": "v1", "published": "2014-12-23T16:58:36.000Z", "updated": "2014-12-23T16:58:36.000Z", "title": "Max-stable processes and stationary systems of Lévy particles", "authors": [ "Sebastian Engelke", "Zakhar Kabluchko" ], "categories": [ "math.PR" ], "abstract": "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 $\\mathbb R$ with intensity ${\\rm e}^{-u} {\\rm d} u$, and $Y_1,Y_2,\\ldots$ are i.i.d.\\ copies of a process $\\{Y(t)\\colon t\\in\\mathbb R\\}$ obtained by running a L\\'evy process for positive $t$ and a dual L\\'evy process for negative $t$. We give a general construction of such processes, where the restrictions of $Y$ to the positive and negative half-axes are L\\'evy processes with random birth and killing times. We show that these max-stable processes appear as limits of suitably normalized pointwise maxima of the form $M_n(t)=\\max_{i=1,\\ldots,n} \\xi_i(s_n+t)$, where $\\xi_1,\\xi_2,\\ldots$ are i.i.d.\\ L\\'evy processes and $s_n$ is a sequence such that $s_n\\sim c \\log n$ with $c>0$. Also, we consider maxima of the form $\\max_{i=1,\\ldots,n} Z_i(t/\\log n)$, where $Z_1,Z_2,\\ldots$ are i.i.d.\\ Ornstein--Uhlenbeck processes driven by an $\\alpha$-stable noise with skewness parameter $\\beta=-1$. After a linear normalization, we again obtain limiting max-stable processes of the above form. This gives a generalization of the results of Brown and Resnick [Extreme values of independent stochastic processes, \\textit{J.\\ Appl.\\ Probab.}, 14 (1977), pp.\\ 732--739] to the totally skewed $\\alpha$-stable case.", "revisions": [ { "version": "v1", "updated": "2014-12-23T16:58:36.000Z" } ], "analyses": { "subjects": [ "60G70", "60G51", "60G10", "60G55" ], "keywords": [ "stationary systems", "lévy particles", "levy processes", "dual levy process", "independent stochastic processes" ], "note": { "typesetting": "TeX", "pages": 0, "language": "en", "license": "arXiv", "status": "editable" } } }