Before revision:  We provide convergence rates for PDFs using colocation and Galerkin gPC methods  in all dimensions , guaranteeing exponential rates for analytic maps .
After revision:  We provide convergence rates for PDFs using colocation and Galerkin gPC methods in all dimensions . In particular, exponential convergence of the densities is guaranteed for analytic quantities of interest .