The paper considers a system whose dynamics are described in terms of the hybrid of a VAR(1)-type process and discrete state-space. Markov chain. This paper provides a recursive expression for the conditional density/distributions of these tao processes, given a set of observations which are a noisy Linear combination of these two processes.