  The problem of parameter estimation by the observations of the two-state
telegraph process in the presence of white Gaussian noise is considered. The
properties of estimator of the method of moments are described in the
asymptotics of large samples. Then this estimator is used as preliminary one to
construct the one-step MLE-process, which provides the asymptotically normal
and asymptotically efficient estimation of the unknown parameters.
