We consider a simple stochastic discrete-time epidemic model in a large clo
sed homogeneous population that is not necessarily homogeneously mixing. Ra
ther, each individual has a fixed circle of acquaintances and the epidemic
spreads along this social network. In case the number of initially infectiv
e individuals stays small, a branching process approximation for the number
of infectives is in force. Moreover, we provide a deterministic approximat
ion of the bivariate process of susceptible and infective individuals, vali
d when the number of initially infective individuals is large. These result
s are used in order to derive the basic reproduction number and the asympto
tic final epidemic size of the process. The model is described in the frame
work of random graphs.