In order to update the observation PDF's, it is necessary to maximize

over the PDF , where

(13.18)

This is a weighted maximum likelihood (ML) procedure
since if
, the results are the strict ML
estimates. The weights are interpreted as the
probability that the Markov chain is in state at time .