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The pairwise beta distribution: A flexible parametric multivariate model for extremes

Authors :
Cooley, Daniel
Davis, Richard A.
Naveau, Philippe
Source :
Journal of Multivariate Analysis. Oct2010, Vol. 101 Issue 9, p2103-2117. 15p.
Publication Year :
2010

Abstract

Abstract: We present a new parametric model for the angular measure of a multivariate extreme value distribution. Unlike many parametric models that are limited to the bivariate case, the flexible model can describe the extremes of random vectors of dimension greater than two. The novel construction method relies on a geometric interpretation of the requirements of a valid angular measure. An advantage of this model is that its parameters directly affect the level of dependence between each pair of components of the random vector, and as such the parameters of the model are more interpretable than those of earlier parametric models for multivariate extremes. The model is applied to air quality data and simulated spatial data. [Copyright &y& Elsevier]

Details

Language :
English
ISSN :
0047259X
Volume :
101
Issue :
9
Database :
Academic Search Index
Journal :
Journal of Multivariate Analysis
Publication Type :
Academic Journal
Accession number :
52555664
Full Text :
https://doi.org/10.1016/j.jmva.2010.04.007