Adaptive Sequential MCMC for Combined State and Parameter Estimation

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 covariance structure. In the estimation phase, the parameter mean and covariance structure informs the proposed mechanism a...

Full description

Bibliographic Details
Main Authors: Cao, Zhanglong, Bryant, David, Parry, Matthew
Format: Journal Article
Published: 2018
Subjects:
Online Access:http://hdl.handle.net/20.500.11937/78086