Affordable Access

Game-Theoretic Centrality Measures for Weighted Graphs

Authors
  • Mazalov, Vladimir
  • Avrachenkov, Konstantin
  • Trukhina, Liudmila
  • Tsynguev, Bulat
Publication Date
Aug 19, 2016
Source
HAL-UPMC
Keywords
Language
English
License
Unknown
External links

Abstract

The betweenness centrality is one of the basic concepts in the analysis of the social networks. Initial definition for the betweenness of a node in the graph is based on the fraction of the number of geodesics (shortest paths) between any two nodes that given node lies on, to the total number of the shortest paths connecting these nodes. This method has polynomial complexity. We propose a new concept of the betweenness centrality for weighted graphs using the methods of cooperative game theory. The characteristic function is determined by special way for different coalitions (subsets of the graph). Two approaches are used to determine the characteristic function. In the first approach the characteristic function is determined via the number of direct and indirect weighted connecting paths in the coalition. In the second approach the coalition is considered as an electric network and the characteristic function is determined as a total current in this network. We use the Kirchhoff's law. After that the betweenness centrality is determined as the Myerson value. The results of computer simulations for some examples of networks, in particular, for the popular social network "VKontakte", as well as the comparing with the PageRank method are presented.

Report this publication

Statistics

Seen <100 times