Adaptive Sequential MCMC for Combined State and Parameter Estimation

Zhanglong Cao, David Bryant, Matthew Parry

In the case of a linear state space model, we implement an MCMC sampler with two phases. In the learning phase, a self-tuning sampler is used to learn the parameter mean and covari…