%A Ioannis Psorakis
%A Stephen J Roberts
%A Mark Ebden
%A Ben Sheldon
%J Physical Review E
%T Overlapping Community Detection using Bayesian Nonnegative Matrix Factorization.
%X Identifying overlapping communities in networks is a challenging task. In this work we present a probabilistic
approach to community detection that utilizes a Bayesian non-negative matrix factorization model to extract
overlapping modules from a network. The scheme has the advantage of soft-partitioning solutions, assignment
of node participation scores to modules, and an intuitive foundation. We present the performance of the method
against a variety of benchmark problems and compare and contrast it to several other algorithms for community
detection.
%N 6
%D 2011
%L orchid38
%V 83