Maximum likelihood estimation for Ito processes

Abstract

We discuss a general likelihood formula for the estimation of parameters in diffusion processes. The construction of the likelihood is based on the structure exposed by Liptser and Shiryayev. We apply the formula to some linear and non linear models. We consider the possibility of multivariate extensions of the theorem.