Cooperative Game Theory Approaches for Network Partitioning

被引:16
|
作者
Avrachenkov, Konstantin E. [1 ]
Kondratev, Aleksei Yu [2 ]
Mazalov, Vladimir V. [2 ]
机构
[1] INRIA, 2004 Route Lucioles, Sophia Antipolis, France
[2] Russian Acad Sci, Karelian Res Ctr, Inst Appl Math Res, 11 Pushkinskaya St, Petrozavodsk 185910, Russia
来源
关键词
Network partitioning; Community detection; Cooperative games; Myerson value; Hedonic games; COMMUNITY STRUCTURE;
D O I
10.1007/978-3-319-62389-4_49
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The paper is devoted to game-theoretic methods for community detection in networks. The traditional methods for detecting community structure are based on selecting denser subgraphs inside the network. Here we propose to use the methods of cooperative game theory that highlight not only the link density but also the mechanisms of cluster formation. Specifically, we suggest two approaches from cooperative game theory: the first approach is based on the Myerson value, whereas the second approach is based on hedonic games. Both approaches allow to detect clusters with various resolution. However, the tuning of the resolution parameter in the hedonic games approach is particularly intuitive. Furthermore, the modularity based approach and its generalizations can be viewed as particular cases of the hedonic games.
引用
收藏
页码:591 / 602
页数:12
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