A finite-dimensional filter for hybrid observations

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. The paper provides a recursive expression for the conditional density/distributions of these two processes, given a set of observations which are a noisy linear combination of these two processes.