'Clumpiness' mixing in complex networks
Estrada, Ernesto and Hatano, Naomichi and Gutierrez, Amauri, “Ramón y Cajal”, Spain (Funder) (2008) 'Clumpiness' mixing in complex networks. Journal of Statistical Mechanics: Theory and Experiment, 2008. pp. 1-25. ISSN 1742-5468 (https://doi.org/10.1088/1742-5468/2008/03/P03008)
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Abstract
Three measures of clumpiness of complex networks are introduced. The measures quantify how most central nodes of a network are clumped together. The assortativity coefficient defined in a previous study measures a similar characteristics but accounts only for the clumpiness of the central nodes that are directly connected to each other. The clumpiness coefficient defined in the present paper also takes into account the cases where central nodes are separated by few links. The definition is based on the node degrees and the distances between pairs of nodes. The clumpiness coefficient together with the assortativity coefficient can define four classes of networks. Numerical calculations demonstrate that the classification scheme successfully categorize 30 real-world networks into the four classes of clumped assortative, clumped disassortative, loose assortative and loose disassortative networks. The clumpiness coefficient also differentiates the Erdös-Rényi model from the Barabási-Albert model, which the assortativity coefficient could not differentiate. In addition, the bounds of the clumpiness coefficient as well as the relations among the three measures of clumpiness are discussed.
ORCID iDs
Estrada, Ernesto ORCID: https://orcid.org/0000-0002-3066-7418, Hatano, Naomichi and Gutierrez, Amauri;-
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Item type: Article ID code: 14258 Dates: DateEvent13 March 2008PublishedSubjects: Science > Mathematics Department: Faculty of Science > Mathematics and Statistics Depositing user: Mrs Carolynne Westwood Date deposited: 07 Jan 2010 20:21 Last modified: 29 Aug 2024 00:37 URI: https://strathprints.strath.ac.uk/id/eprint/14258