Pokern, Y.; Stuart, A.M.; van Zanten, J.H. - In: Stochastic Processes and their Applications 123 (2013) 2, pp. 603-628
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 of local time of the process, and specifying a Gaussian prior with precision operator of differential form, we show...