Consider a diffusion process $(x_t, t \ge 0)$ given as the solution of a stochastic differential equation with unknown parameters in the drift and diffusion coefficients to be estimated. For simplicity, we consider that $(x_t)$ is one-dimensional but multidimensional processes may be considered too. At times $0 \le t_1 < \ldots