Title of article :
The multivariate Piecing-Together approach revisited
Author/Authors :
Aulbach، نويسنده , , Stefan and Falk، نويسنده , , Michael A Hofmann، نويسنده , , Martin، نويسنده ,
Issue Information :
دوفصلنامه با شماره پیاپی سال 2012
Pages :
10
From page :
161
To page :
170
Abstract :
The univariate Piecing-Together approach (PT) fits a univariate generalized Pareto distribution (GPD) to the upper tail of a given distribution function in a continuous manner. A multivariate extension was established by Aulbach et al. (in press) [2]: the upper tail of a given copula C is cut off and replaced by a multivariate GPD-copula in a continuous manner, yielding a new copula called a PT-copula. Then each margin of this PT-copula is transformed by a given univariate distribution function. This provides a multivariate distribution function with prescribed margins, whose copula is a GPD-copula that coincides in its central part with C . In addition to Aulbach et al. (in press) [2], we achieve in the present paper an exact representation of the PT-copula’s upper tail, giving further insight into the multivariate PT approach. A variant based on the empirical copula is also added. Furthermore our findings enable us to establish a functional PT version as well.
Keywords :
Multivariate generalized Pareto distribution , Multivariate extreme value distribution , Peaks-over-threshold , Copula , Copula process , Domain of multivariate attraction , D -norm , Empirical copula , GPD-copula , Max-stable process , Piecing-Together approach
Journal title :
Journal of Multivariate Analysis
Serial Year :
2012
Journal title :
Journal of Multivariate Analysis
Record number :
1565862
Link To Document :
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