Title of article
On the simplified pair-copula construction — Simply useful or too simplistic?
Author/Authors
Hobوk Haff، نويسنده , , Ingrid and Aas، نويسنده , , Kjersti and Frigessi، نويسنده , , Arnoldo، نويسنده ,
Issue Information
دوفصلنامه با شماره پیاپی سال 2010
Pages
15
From page
1296
To page
1310
Abstract
Due to their high flexibility, yet simple structure, pair-copula constructions (PCCs) are becoming increasingly popular for constructing continuous multivariate distributions. However, inference requires the simplifying assumption that all the pair-copulae depend on the conditioning variables merely through the two conditional distribution functions that constitute their arguments, and not directly. In terms of standard measures of dependence, we express conditions under which a specific pair-copula decomposition of a multivariate distribution is of this simplified form. Moreover, we show that the simplified PCC in fact is a rather good approximation, even when the simplifying assumption is far from being fulfilled by the actual model.
Keywords
Copulae , Vines , hierarchical structures , Multivariate distributions
Journal title
Journal of Multivariate Analysis
Serial Year
2010
Journal title
Journal of Multivariate Analysis
Record number
1565426
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