This article compares several estimation methods for nonlinear stochastic differential equations with discrete time measurements. The likelihood function is computed by Monte Carlo simulations of the ...

Instead, the extended Kalman Filter is combined with the Laplace approximation to compute the likelihood function by integrating out all unknown system states. We make use of automatic differentiation ...