Particle approximations of the score and observed information matrix for parameter estimation in state space models with linear computational cost

Christopher Nemeth, Paul Fearnhead, Lyudmila Mihaylova

Poyiadjis et al. (2011) show how particle methods can be used to estimate both the score and the observed information matrix for state space models. These methods either suffer fro…