Multiplying a Gaussian Matrix by a Gaussian Vector (and the Gauss-Laplace Transmutation)

We provide a new simple characterization of the multivariate generalized Laplace distribution. In particular, our characterization implies that the product of a Gaussian matrix with independent and identically distributed columns and an independent isotropic Gaus-sian vector follows a symmetric multivariate generalized Laplace distribution.