Klüppelberg, Claudia; Kuhn, Gabriel - In: Journal of the Royal Statistical Society Series B 71 (2009) 3, pp. 737-753
We extend the standard approach of correlation structure analysis for dimension reduction of high dimensional 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. For elliptical...