Koopman, Siem Jan; Lucas, Andre; Scharth, Marcel - Tinbergen Institute - 2011
We introduce a new efficient importance sampler for nonlinear non-Gaussian state space models. By combining existing numerical and Monte Carlo integration methods, we obtain a general and efficient likelihood evaluation method for this class of models. Our approach is based on the idea that only...