Recursive relations are given for updating the conditional density

(also for

), where

is a parameter of the density of

. The observations

are assumed to be conditionally independent (i.e., for known parameters), and the sequence of time-varying parameters

constitutes a Markov-M sequence. The result requires the storage of an intermediate function of

.