Model checking is one of the most successful computer science achievements in the last few decades. This is why Edmund M. Clarke, E. Allen Emerson, and Joseph Sifakis were honored with the 2007 A.M.

This paper develops a method to efficiently estimate hidden Markov models with continuous latent variables using maximum likelihood estimation. To evaluate the (marginal) likelihood function, I ...