The multivariate Piecing-Together approach revisited
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 an...
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Veröffentlicht in: | Journal of multivariate analysis 2012-09, Vol.110, p.161-170 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | 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. |
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ISSN: | 0047-259X 1095-7243 |
DOI: | 10.1016/j.jmva.2012.02.002 |