A reference probability is explicitly constructed under which the sign
al and observation processes are independent. A simple. explicit recur
sive form is then obtained for the conditional density of the signal g
iven the observations. Both nonlinear and linear filters are considere
d, as well as two different information patterns, AMS 1991 CLASSIFICAT
ION: PRIMARY 93 E11 SECONDARY 60 G35