Regularity spaces and wavelet in a geometric framework. Application to Gaussian processes and statistical estimation

We will show how, on a suitable Dirichlet space, one can define regularity spaces, and a wavelet system. This construction works for Riemannian manifolds, under some curvature condition. Then we revisit some classical results on the behavior of Gaussian processes, and non-parametric adaptive statistical estimation.