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.