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Community Detection as an Inference Problem

M. B. Hastings

cond-mat.stat-mecharXiv:cond-mat/0604429

Abstract

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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