We consider a stationary Markovian evolution with values on a disjointly partitioned set space $I\sqcup {\cal E}$. The evolution is visible (in the sense of knowing the transition probabilities) on the states in $I$ but not for the states in ${\cal E}$. One only knows some partial information on the transition probabilities on ${\cal E}$, the input and output transition probabilities and some constraints of the transition probabilities on ${\cal E}$. Under some conditions we supply the transition probabilities on ${\cal E}$ that satisfies the maximum entropy principle.