Community Detection as an Inference Problem

Details Community Detection as an Inference Problem Community Detection as an Inference Problem

2006-04-18

arxiv.org/abs/cond-mat/0604429v1

Phys. Rev. E {\bf 74}, 035102 (2006)

Physics

Condensed Matter

Statistical Mechanics

4 pages, 2 figures

Scientific paper

10.1103/PhysRevE.74.035102

We express community detection as an inference problem of determining the
most likely arrangement of communities. We then apply belief propagation and
mean-field theory to this problem, and show that this leads to fast, accurate
algorithms for community detection.

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