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For detecting overlapping communities Algorithm 3 is developed.
Table 19 Run time for each dataset Dataset No. of communities Algorithm run time (min) Autonomous systems dataset 406 1.221701 Autonomous systems dataset 411 1.324316 Wikipedia dataset 499 4.112323 Wikipedia dataset 508 4.296346 Facebook dataset 91 7.218095 Facebook dataset 94 7.491025.
This initial class system outperforms the recently developed Link Communities algorithm (Ahn et al., 2010) (Fig. 4), which aims at capturing the overlapping structure of the graph by grouping similar edges into a hierarchy.
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This modified modularity for overlapping community algorithm has several advantages.
After executing the (k -clique community algorithm (with (k -clique would expecommunityd algorithmumber of communities.
This justifies the choice for the (k -clique community algorithm, since it is a good measure to select sub-communities and also overlapping communities [14].
When executing the (k -clique community algorithm with (k -cliqueuming a network with high communitytion between nodes, it is expected to find very few communities.
In the "internal measures" table, "coverage" measures the percentage of nodes which are assigned to at least one community; "algorithm time" and "total time" provide the runtime information.
In particular, NetCutter implements the Bicomponent clustering algorithm [38], the Edge-Betweenness clustering algorithm [39], and the Exact Flow Community algorithm [40].
In our analysis of the spread or lock-in of the persistent regimes, the idealized case gives us a hint to select the identifying community algorithm.
Using a walk trap community algorithm and permutation approaches (with n = 1000), we were able to extract clusters of proteins from the network (Details are available in Methods S1).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com