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Clustering Method 'clusterONE' - General


Clustering with Overlapping Neighborhood Expansion (ClusterONE) is a recently developed clustering method designed for detecting overlapping protein complexes in a given protein-protein interaction network. The primary concept behind the algorithm is the so-called cohesiveness measure, which is a combination of the number of reliable interactions within a cluster and the separation of the cluster from the rest of the network. We may apply ClusterONE to arbitrary data sets by transforming a given similarity matrix into a weighted similarity graph.

  • Publication: Tamas Nepusz, Haiyuan Yu, and Alberto Paccanaro. Detecting overlapping protein complexes in protein-protein interaction networks. Nature Methods, 9(5):471–472, Mar 2012.

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