We treat social network interactions as a graph and use
graph metrics to ascribe importance within the network.
There are two common representation approaches. One
is to represent the actors by vertices and connect two
actors whenever they share an interaction. Another forms
a bipartite graph considering both actors and interactions
as vertices and connecting actors with interactions. We
use the former representation connecting actors to actors
in the remainder of this paper.