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Directed, Overlapping Clusters in Social Networks

author: Péter Pollner, Department of Physics of Complex Systems, Eötvös Loránd University

Description

Recently an efficient search technique locating communities or networkmodules (densely connected groups of nodes) was introduced fordirected networks (Palla et al: New Journal of Physics 9, 186 (2007)). Here we investigate the centrality properties of directed module membersin social networks obtained from e-mail exchanges and fromsociometric questionnaires.Our results indicate that nodes in the overlaps betweenmodules play a central role in the studied systems. Furthermore,the two different types of networks show interesting differencesin the relation between the centrality measures and therole of the nodes in the directed modules.

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Slides
0:00 Directed, overlapping clusters in social networks
0:11 Community finding method
1:08 Local method - part 1
1:22 Local method - part 2
1:50 Local method - part 3
3:19 Local method - part 5
3:37 Local method - part 6
4:27 Local method - part 7
5:12 Overlapping communities
6:24 Considering direction - part 1
6:48 Considering direction - part 2
8:00 Considering direction - part 3
8:49 Considering direction - part 4
9:10 Considering direction - part 5
9:14 Considering direction - part 6
9:17 Considering direction - part 7
9:19 Applicationfor real networks - part 1
9:31 Applicationfor real networks - part 2
9:34 Applicationfor real networks - part 1
9:52 Applicationfor real networks - part 2
10:56 Communities and roles - part 1
11:38 Communities and roles - part 2
12:03 Communities and roles - part 3
12:47 Communities and roles - part 4
13:16 Nodes in overlaps are central
15:30 Conclusions
17:09 - Questions

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