Hoeffding–Sobol decomposition of homogeneous co-survival functions: from Choquet representation to extreme value theory application

The paper investigates the Hoeffding–Sobol decomposition of homogeneous co-survival functions. For this class, the Choquet representation is transferred to the terms of the functional decomposition, and in addition to their individual variances, or to the superset combinations of those. The domain o...

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Autores principales: Mercadier Cécile, Ressel Paul
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Lenguaje:EN
Publicado: De Gruyter 2021
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Acceso en línea:https://doaj.org/article/ddd73d12204645b3ae5935cc47581274
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spelling oai:doaj.org-article:ddd73d12204645b3ae5935cc475812742021-12-05T14:10:46ZHoeffding–Sobol decomposition of homogeneous co-survival functions: from Choquet representation to extreme value theory application2300-229810.1515/demo-2021-0108https://doaj.org/article/ddd73d12204645b3ae5935cc475812742021-09-01T00:00:00Zhttps://doi.org/10.1515/demo-2021-0108https://doaj.org/toc/2300-2298The paper investigates the Hoeffding–Sobol decomposition of homogeneous co-survival functions. For this class, the Choquet representation is transferred to the terms of the functional decomposition, and in addition to their individual variances, or to the superset combinations of those. The domain of integration in the resulting formulae is reduced in comparison with the already known expressions. When the function under study is the stable tail dependence function of a random vector, ranking these superset indices corresponds to clustering the components of the random vector with respect to their asymptotic dependence. Their Choquet representation is the main ingredient in deriving a sharp upper bound for the quantities involved in the tail dependograph, a graph in extreme value theory that summarizes asymptotic dependence.Mercadier CécileRessel PaulDe Gruyterarticlehoeffding–sobol decompositionco-survival functionspectral representationstable tail dependence functionmultivariate extreme value modeling26a4826b9944a3062g3262h05Science (General)Q1-390MathematicsQA1-939ENDependence Modeling, Vol 9, Iss 1, Pp 179-198 (2021)
institution DOAJ
collection DOAJ
language EN
topic hoeffding–sobol decomposition
co-survival function
spectral representation
stable tail dependence function
multivariate extreme value modeling
26a48
26b99
44a30
62g32
62h05
Science (General)
Q1-390
Mathematics
QA1-939
spellingShingle hoeffding–sobol decomposition
co-survival function
spectral representation
stable tail dependence function
multivariate extreme value modeling
26a48
26b99
44a30
62g32
62h05
Science (General)
Q1-390
Mathematics
QA1-939
Mercadier Cécile
Ressel Paul
Hoeffding–Sobol decomposition of homogeneous co-survival functions: from Choquet representation to extreme value theory application
description The paper investigates the Hoeffding–Sobol decomposition of homogeneous co-survival functions. For this class, the Choquet representation is transferred to the terms of the functional decomposition, and in addition to their individual variances, or to the superset combinations of those. The domain of integration in the resulting formulae is reduced in comparison with the already known expressions. When the function under study is the stable tail dependence function of a random vector, ranking these superset indices corresponds to clustering the components of the random vector with respect to their asymptotic dependence. Their Choquet representation is the main ingredient in deriving a sharp upper bound for the quantities involved in the tail dependograph, a graph in extreme value theory that summarizes asymptotic dependence.
format article
author Mercadier Cécile
Ressel Paul
author_facet Mercadier Cécile
Ressel Paul
author_sort Mercadier Cécile
title Hoeffding–Sobol decomposition of homogeneous co-survival functions: from Choquet representation to extreme value theory application
title_short Hoeffding–Sobol decomposition of homogeneous co-survival functions: from Choquet representation to extreme value theory application
title_full Hoeffding–Sobol decomposition of homogeneous co-survival functions: from Choquet representation to extreme value theory application
title_fullStr Hoeffding–Sobol decomposition of homogeneous co-survival functions: from Choquet representation to extreme value theory application
title_full_unstemmed Hoeffding–Sobol decomposition of homogeneous co-survival functions: from Choquet representation to extreme value theory application
title_sort hoeffding–sobol decomposition of homogeneous co-survival functions: from choquet representation to extreme value theory application
publisher De Gruyter
publishDate 2021
url https://doaj.org/article/ddd73d12204645b3ae5935cc47581274
work_keys_str_mv AT mercadiercecile hoeffdingsoboldecompositionofhomogeneouscosurvivalfunctionsfromchoquetrepresentationtoextremevaluetheoryapplication
AT resselpaul hoeffdingsoboldecompositionofhomogeneouscosurvivalfunctionsfromchoquetrepresentationtoextremevaluetheoryapplication
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