De-biasing particle filtering for a continuous time hidden Markov model with a Cox process observation model

Ruiyang Jin, Sumeetpal S. Singh, Nicolas Chopin

We develop a (nearly) unbiased particle filtering algorithm for a specific class of continuous-time state-space models, such that (a) the latent process $X_t$ is a linear Gaussian…