Posterior Consistency via Precision Operators for Bayesian Nonparametric Drift Estimation in SDEs

Y. Pokern, A. M. Stuart, J. H. van Zanten

We study a Bayesian approach to nonparametric estimation of the periodic drift function of a one-dimensional diffusion from continuous-time data. Rewriting the likelihood in terms…