Nonparametric Bayesian methods for one-dimensional diffusion models

•Review of nonparametric Bayesian methods for SDEs.•Discusion of possible priors.•Computational methods.•Asymptotic performance results

In this paper we review recently developed methods for nonparametric Bayesian inference for one-dimensional diffusion models. We discuss different possible prior distributions, computational issues, and asymptotic results.