Particle-based, online estimation of tangent filters with application to parameter estimation in nonlinear state-space models

Jimmy Olsson, Johan Westerborn Alenlöv

This paper presents a novel algorithm for efficient online estimation of the filter derivatives in general hidden Markov models. The algorithm, which has a linear computational com…