  We give sufficient conditions for a parametrised family of probability
measures on a Riemannian manifold with boundary to be represented by random
maps of class $C^k$. The conditions allow for the probability densities to
approach zero towards the boundary of the manifold. We also formulate two
obstructions to regular representability.
