Louvain Clustering: Difference between revisions
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Revision as of 13:42, 12 March 2015
Louvain Clustering
Method
Starting with a state where each node is a singleton cluster, it greedily merges two clusters if the modularity score gets higher.
Complexity
The algorithms scales well for large graphs
References
- Fast unfolding of communities in large networks, Vincent D Blondel, Jean-Loup Guillaume, Renaud Lambiotte, Etienne Lefebvre, Journal of Statistical Mechanics: Theory and Experiment 2008 (10), P10008 (12pp) doi: 10.1088/1742-5468/2008/10/P10008. ArXiv: http://arxiv.org/abs/0803.0476
- "The Louvain method for community detection in large networks" Vincent Blondel http://perso.uclouvain.be/vincent.blondel/research/louvain.html