Key Features:Contributors are practitioners and academics from leading institutions such as Citigroup, Lehmen Brothers, JP Morgan, University of Cambridge, Imperial College London and Stanford University.

In this paper we extend the standard approach of correlation structure analysis in order to reduce the dimension of highdimensional statistical data. The classical assumption of a linear model for the distribution of a random vector is replaced by the weaker assumption of a model for the copula....