Before revision:  In this paper, we prove the first results of this kind. We provide convergence rates for PDFs using colocation and Galerkin gPC methods  in all dimensions , guaranteeing exponential rates for analytic maps .
After revision:  In this paper, we prove convergence rates for PDFs using colocation and Galerkin gPC methods in all dimensions , guaranteeing exponential rates for analytic maps .