A general recursive discrete-time filter
Robert James Elliott · Journal of Applied Probability · 1993
A reference probability is explicitly constructed under which the signal and observation processes are independent. A simple, explicit recursive form is then obtained for the conditional density of the signal given the observations. Both non-linear and linear filters are considered, as well as two different information patterns.