In this paper we consider the Riemann--Liouville fractional integral
Nα,ν(t)=Γ(α)1∫0t(t−s)α−1Nν(s)ds, where Nν(t), t≥0, is a
fractional Poisson process of order ν∈(0,1], and α>0. We give
the explicit bivariate distribution Pr{Nν(s)=k,Nν(t)=r}, for t≥s, r≥k, the mean ENα,ν(t) and the
variance VarNα,ν(t). We study the
process Nα,1(t) for which we are able to produce explicit
results for the conditional and absolute variances and means. Much more
involved results on N1,1(t) are presented in the last section
where also distributional properties of the integrated Poisson process
(including the representation as random sums) is derived. The integral of
powers of the Poisson process is examined and its connections with generalised
harmonic numbers is discussed