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Stochastic ordering in multivariate extremes

  • Cardiff University

Research output: Contribution to journal › Article › peer-review

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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 $d \geq 3$ 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 Hüsler-Reiß family turn out to be PQD-ordered according to the natural order within their parameter spaces. For the Hüsler-Reiß family this holds true even for the supermodular order.
Original languageEnglish
Pages (from-to)357-396
Number of pages40
JournalExtremes
Volume27
Issue number3
Early online date1 May 2024
DOIs
Publication statusPublished - 30 Sept 2024

Bibliographical note

Publisher Copyright:
© The Author(s) 2024.

Keywords

  • 60E15
  • 60G70
  • Choquet model
  • Concordance
  • Exponent measure
  • Lower orthant
  • Majorisation
  • Max-stable distribution
  • Max-zonoid
  • Multivariate distribution
  • Portfolio
  • Positive quadrant dependence
  • Stable tail dependence function
  • Upper orthant

ASJC Scopus subject areas

  • Statistics and Probability
  • Engineering (miscellaneous)
  • Economics, Econometrics and Finance (miscellaneous)

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