• 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