Identification of a binary Markov chain of order $s$ with $r$ partial connections subjected to additive distortions

The paper is devoted to the solution of an actual problem of identification (estimation of parameters and hypotheses testing) for the so-called binary Markov chain of order $s$ with $r$ partial connections $\mathcal{MC}(s,r)$ subjected to additive distortions.