What are hidden Markov models, and why are they so useful for so many different problems? ... As a simple example, imagine the following caricature of a 5′ splice-site recognition problem.

In this talk I consider sequential Monte Carlo (SMC) methods for hidden Markov models. In the scenario for which the conditional density of the observations given the latent state is intractable ...