In this talk, we recall first how, on a suitable Dirichlet space, one can build regularity spaces, and a wavelet system. This relies essentially on the Gaussian behavior of the associate semi-group. Then we will apply to convex subset of Riemannian manifold and revisit some classical results on the behavior of Gaussian processes.