This paper discusses stochastic extensions of a simple process algebra
in a causality-based setting. Atomic actions are supposed to happen a
fter a delay that is determined by a stochastic variable with a certai
n distribution, A simple stochastic type of event structures is discus
sed, restricting the distribution functions to be exponential. A corre
sponding operational semantics of this model is given and compared to
existing (interleaved) approaches. Secondly, a stochastic variant of e
vent structures is discussed where distributions are of a much more ge
neral nature, viz. of phase-type. This includes exponential, Erlang, C
oxian and mixtures of exponential distributions.