January 2004
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118 Reads
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4,124 Citations
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January 2004
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118 Reads
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4,124 Citations
January 2004
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162 Reads
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563 Citations
... This heuristic algorithm is widely used due to its speed and high-quality results. We also consider the Leiden algorithm (Traag, V.A. et al., 2019), a refinement of the Louvain method, as well as other classical methods such as Walktrap (Pons, P., & Latapy, M., 2005), Infomap (Rosvall, M. et al., 2009), the Fast Greedy (Clauset, A. et al., 2004) and the Surprise (Marchese, E. et al., 2022) algorithm. In general, classical methods are defined for non-directed networks. ...
January 2004
... In particular, it was observed that the cumulative community size distribution obeys a power law with some parameter λ. For instance, [14] reports that λ = 1 for some networks; [3] obtains either λ = 0.5 or λ = 1; [22] also observes a power law with λ close to 0.5 in some range of cluster sizes; [39] studies the overlapping communities and shows that λ is ranging between 1 and 1.6. ...
January 2004