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A measure of centrality based on network efficiency

V Latora et al 2007 New J. Phys. 9 188   doi: 10.1088/1367-2630/9/6/188  Help

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V Latora1,3 and M Marchiori2
1 Dipartimento di Fisica e Astronomia, Università di Catania and INFN, Via S Sofia 64, 95123 Catania, Italy
2 W3C and Laboratory for Computer Science, Massachusetts Institute of Technology, 545 Technology Square, Cambridge, MA 02139, USA
3 Author to whom any correspondence should be addressed.
E-mail: latora@ct.infn.it

Part of Focus on Complex Networked Systems: Theory and Application

Abstract. We introduce delta centralities, a new class of measures of structural centrality for networks. In particular, we focus on a measure in this class, the information centrality CI, which is based on the concept of efficient propagation of information over the network. CI is defined for both valued and non-valued graphs, and applies to groups as well as individuals. The measure is illustrated and compared with respect to the standard centrality measures by using a classic network data set. The statistical distribution of information centrality is investigated by considering large computer generated graphs and two networks from the real world.

Received 9 February 2007
Published 28 June 2007

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