In Part 1 of this paper, the properties of Discrete Phase Type (DPH) distributions have been investigated, which make the use of this class of distributions very convenient in the approximate analysis of discrete state stochastic systems. In particular, a minimal representation, called canonical form, has been derived for the subclass of the DPH distributions characterised by an acyclic transit...