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Spanning Edge Betweenness in Practice

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Complex Networks VII

Abstract

In this paper we present a study about spanning edge betweenness, an edge-based metric for complex network analysis that is defined as the probability of an edge being part of a minimum spanning tree . This probability reflects how redundant an edge is in what concerns the connectivity of a given network and, hence, its value gives information about the network topology. We apply this metric to distinct empirical networks and random graph models, showing that spanning edge betweenness allows us to identify those edges that are more relevant for connectivity and how removing them leads to disruption in network structure.

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Notes

  1. 1.

    http://www-personal.umich.edu/~mejn/netdata/.

  2. 2.

    https://sites.google.com/site/santofortunato/inthepress2.

References

  1. Borgatti, S.P., Everet, M.G.: A Graph-theoretic perspective on centrality. Soc. Netw. 28(4), 466–484 (2006)

    Article  Google Scholar 

  2. Costa, L.A., Rodrigues, F.A., Travieso, G., Villas, P.R.: Boas, characterization of complex networks: a survey of measurements. Adv. Phys. 56, 167–242 (2007)

    Article  Google Scholar 

  3. Albert, R., Barabási, A.: Statistical mechanics of complex networks. Rev. Mod. Phys. 74, 47 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  4. Morone, F., Makse, H.A.: Influence maximization in complex networks through optimal percolation. Nature 524, 65–68 (2015)

    Article  Google Scholar 

  5. Teixeira, A.S., Monteiro, P.T., Carriço, J.A., Ramirez, M., Francisco, A.P.: Spanning edge betweenness. In: Eleventh Workshop on Mining and Learning with Graphs (2013)

    Google Scholar 

  6. Teixeira, A.S., Monteiro, P.T., Carriço, J.A., Ramirez, M., Francisco, A.P.: not seeing the forest for the trees: size of the minimum spanning trees (msts) forest and branch significance in mst-based phylogenetic analysis. PLOS one 10(3), e0119315 (2015)

    Article  Google Scholar 

  7. Mavroforakis, C., Garcia-Lebron, R., Koutis, I., Terzi, E.: Spanning edge centrality: large-scale computation and applications. In: Proceedings of the 24th International Conference on World Wide Web (WWW ’15), PP. 732–742 (2015)

    Google Scholar 

  8. Qi, X., Fuller, E., Luo, R., Zhang, C.: A novel centrality method for weighted networks based on the Kirchhoff polynomial. Pattern Recogn. Lett. 58, 51–60 (2015)

    Article  Google Scholar 

  9. Freeman, L.C.: A set of measures of centrality based on betweenness. Sociometry 40, 35–41 (1977)

    Article  Google Scholar 

  10. Girvan, M., Newman, M.E.: Community structure in social and biological networks. Proc. Natl. Acad. Sci. USA 99, 7821–7826 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  11. De Meo, P., Ferrara, E., Fiumara, G., Ricciardello, A.: A novel measure of edge centrality in social networks. Know. -Based Syst. 30, 136–150 (2012)

    Article  Google Scholar 

  12. Barabási, A., Albert, R.: Emergence of scaling in random networks. Science 286(5439), 509–512 (1999)

    Google Scholar 

  13. Grady, D., Thiemann, C., Brockmann, D.: Robust classification of salient links in complex networks. Nat. Commun. 3, 864 (2012)

    Article  Google Scholar 

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Acknowledgments

This work was partly supported by national funds through FCT—Fundação para a Ciência e Tecnologia, under projects Incentivo/EEI/LA0021/2014, EXCL/EEI-ESS/0257/2012, UID/CEC/50021/2013, PTDC/EEI-SII/5081/2014, and PTDC/MA T/STA/3358/2014.

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Correspondence to Andreia Sofia Teixeira .

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Teixeira, A.S., Santos, F.C., Francisco, A.P. (2016). Spanning Edge Betweenness in Practice. In: Cherifi, H., Gonçalves, B., Menezes, R., Sinatra, R. (eds) Complex Networks VII. Studies in Computational Intelligence, vol 644. Springer, Cham. https://doi.org/10.1007/978-3-319-30569-1_1

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  • DOI: https://doi.org/10.1007/978-3-319-30569-1_1

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