A new model for discrete-valued time series is proposed: Markov
chain of the order s with r partial connections MC(s; r). Statistical estimators
for the parameters of the MC(s; r)-model are constructed. The asymptotic
properties of these estimators are proved. Statistical tests on the parameters
of this model are proposed and their performance is analyzed. The theory is
illustrated on some real statistical data.