Estimating the states and parameters of Markov systems in discrete measurements

The methods for recursive estimation of the state vector and unknown parameters in nonlinear systems with discrete measurements developed in [1-3] are extended to Markov systems for which the associated Markov chain or its components are specified as a transient distribution.