In this paper a way to estimate the parameters of a phase-type distrib
ution of fixed order from censored samples, using the EM algorithm, is
presented. Two types of censored data; right censored, and interval (
or doubly) censored observations are considered. The performance of th
e algorithm is illustrated with examples of estimated phase-type distr
ibutions from both simulated and real data sets.