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. 2011 Apr 29;6(4):e18961. doi: 10.1371/journal.pone.0018961

Figure 8. Test on undirected and unweighted LFR benchmark with overlapping communities.

Figure 8

The parameters are: Inline graphic, Inline graphic, Inline graphic, Inline graphic, Inline graphic. S and B indicate the usual ranges of community sizes we use: Inline graphic and Inline graphic, respectively. We tested OSLOM against two recent methods to find covers in graphs: COPRA [52] and MOSES [54]. The left panel displays the normalized mutual information (NMI) between the planted cover and the one recovered by the algorithm, as a function of the fraction of overlapping vertices. Each overlapping vertex is shared between two clusters. The four curves correspond to different values of the mixing parameter Inline graphic (Inline graphic and Inline graphic) and to the community size ranges S and B. The right panel shows a test on graphs whose vertices are all shared between clusters. Each vertex is member of the same number of clusters. The plot shows the NMI as a function of the number of memberships of the vertices. Each curve corresponds to a given value of the average degree Inline graphic. The graph parameters are Inline graphic, Inline graphic, Inline graphic, Inline graphic, Inline graphic. Community sizes are in the range Inline graphic.