Filtering, interpolation and extrapolation of Markov chains with a continuous parameter

For a partially observable Markov process with a finite or enumerale number of states and generally conservative equations are derived for a posteriori probabilities which describe the procedures of nonlinear filtering, interpolation, and extrapolation.