{ "id": "cond-mat/0309436", "version": "v2", "published": "2003-09-18T16:09:24.000Z", "updated": "2004-05-13T12:41:56.000Z", "title": "Betweenness Centrality in Large Complex Networks", "authors": [ "Marc Barthelemy" ], "comment": "6 pages, 5 figures, revised version", "journal": "Eur. Phys. Jour. B, vol 38, 163 (2004)", "doi": "10.1140/epjb/e2004-00111-4", "categories": [ "cond-mat.dis-nn", "cond-mat.stat-mech" ], "abstract": "We analyze the betweenness centrality (BC) of nodes in large complex networks. In general, the BC is increasing with connectivity as a power law with an exponent $\\eta$. We find that for trees or networks with a small loop density $\\eta=2$ while a larger density of loops leads to $\\eta<2$. For scale-free networks characterized by an exponent $\\gamma$ which describes the connectivity distribution decay, the BC is also distributed according to a power law with a non universal exponent $\\delta$. We show that this exponent $\\delta$ must satisfy the exact bound $\\delta\\geq (\\gamma+1)/2$. If the scale free network is a tree, then we have the equality $\\delta=(\\gamma+1)/2$.", "revisions": [ { "version": "v2", "updated": "2004-05-13T12:41:56.000Z" } ], "analyses": { "keywords": [ "large complex networks", "betweenness centrality", "power law", "small loop density", "connectivity distribution decay" ], "tags": [ "journal article" ], "note": { "typesetting": "TeX", "pages": 6, "language": "en", "license": "arXiv", "status": "editable" } } }