Authors
Konstantin Avrachenkov, Nelly Litvak, Vasily Medyanikov, Marina Sokol
Publication date
2013
Conference
Algorithms and Models for the Web Graph: 10th International Workshop, WAW 2013, Cambridge, MA, USA, December 14-15, 2013, Proceedings 10
Pages
106-117
Publisher
Springer International Publishing
Description
A class of centrality measures called betweenness centralities reflects degree of participation of edges or nodes in communication between different parts of the network. The original shortest-path betweenness centrality is based on counting shortest paths which go through a node or an edge. One of shortcomings of the shortest-path betweenness centrality is that it ignores the paths that might be one or two hops longer than the shortest paths, while the edges on such paths can be important for communication processes in the network. To rectify this shortcoming a current flow betweenness centrality has been proposed. Similarly to the shortest-path betweenness, it has prohibitive complexity for large size networks. In the present work we propose two regularizations of the current flow betweenness centrality, α-current flow betweenness and truncated α-current flow betweenness, which can be computed fast …
Total citations
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Scholar articles
K Avrachenkov, N Litvak, V Medyanikov, M Sokol - Algorithms and Models for the Web Graph: 10th …, 2013