On-line inference for hidden Markov models via particle filters

We consider the on-line Bayesian analysis of data by using a hidden Markov model, where inference is tractable conditional on the history of the state of the hidden component. A new particle filter algorithm is introduced and shown to produce promising results when analysing data of this type. The a...

Full description

Bibliographic Details
Main Authors: Fearnhead, P, Clifford, P
Format: Journal article
Language:English
Published: 2003

Similar Items