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Stochastic ordering in multivariate extremes.
- Source :
- Extremes; Sep2024, Vol. 27 Issue 3, p357-396, 40p
- Publication Year :
- 2024
-
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 ≥ 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. [ABSTRACT FROM AUTHOR]
- Subjects :
- STOCHASTIC orders
DISTRIBUTION (Probability theory)
PARAMETRIC modeling
EXPONENTS
Subjects
Details
- Language :
- English
- ISSN :
- 13861999
- Volume :
- 27
- Issue :
- 3
- Database :
- Complementary Index
- Journal :
- Extremes
- Publication Type :
- Academic Journal
- Accession number :
- 178655379
- Full Text :
- https://doi.org/10.1007/s10687-024-00486-0