As Padhraic mentioned, all of the HMM variants are simple belief networks. To make this clearer, look at the pictures in my mini-tutorial on Bayes nets: http://www.cs.berkeley.edu/~murphyk/Bayes/bayes.html#hmm This also explains Kalman filters, etc. Kevin
