Fast Approximation of Centrality
Journal of Graph Algorithms and Applications, Tome 8 (2004) no. 1, pp. 39-45.

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Social scientists use graphs to model group activities in social networks. An important property in this context is the centrality of a vertex: the inverse of the average distance to each other vertex. We describe a randomized approximation algorithm for centrality in weighted graphs. For graphs exhibiting the small world phenomenon, our method estimates the centrality of all vertices with high probability within a (1+ε) factor in ~O(m) time.
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     title = {Fast {Approximation} of {Centrality}},
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David Eppstein; Joseph Wang. Fast Approximation of Centrality. Journal of Graph Algorithms and Applications, Tome 8 (2004) no. 1, pp. 39-45. doi : 10.7155/jgaa.00081. http://geodesic.mathdoc.fr/articles/10.7155/jgaa.00081/

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