Polson, Nicholas G.; Stroud, Jonathan R.; Müller, Peter - In: Journal of the Royal Statistical Society Series B 70 (2008) 2, pp. 413-428
The paper develops a simulation-based approach to sequential parameter learning and filtering in general state space models. Our approach is based on approximating the target posterior by a mixture of fixed lag smoothing distributions. Parameter inference exploits a sufficient statistic...
