English

Stochastic ordering in multivariate extremes

Probability 2024-03-08 v3

Abstract

The article considers the multivariate stochastic orders of upper orthants, lower orthants and positive quadrant dependence (PQD) among simple max-stable distributions and their exponent measures. It is shown for each order that it holds for the max-stable distribution if and only if it holds for the corresponding exponent measure. The finding is non-trivial for upper orthants (and hence PQD order). From dimension d3d\geq 3 these three orders are not equivalent and a variety of phenomena can occur. However, every simple max-stable distribution PQD-dominates the corresponding independent model and is PQD-dominated by the fully dependent model. Among parametric models the asymmetric Dirichlet family and the H\"usler-Reiss family turn out to be PQD-ordered according to the natural order within their parameter spaces. For the H\"usler-Reiss family this holds true even for the supermodular order.

Keywords

Cite

@article{arxiv.2209.02039,
  title  = {Stochastic ordering in multivariate extremes},
  author = {Michela Corradini and Kirstin Strokorb},
  journal= {arXiv preprint arXiv:2209.02039},
  year   = {2024}
}

Comments

30 pages, 8 figures

R2 v1 2026-06-28T00:45:01.295Z