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Centralities: capturing the fuzzy notion of importance in social graphs

Published: 31 March 2009 Publication History

Abstract

The increase of interest in the analysis of contemporary social networks, for both academic and economic reasons, has highlighted the inherent difficulties in handling large and complex structures. Among the tools provided by researchers for network analysis, the centrality notion, capturing the importance of individuals in a graph, is of particular interest. Despite many definitions and implementations of centrality, no clear advantage is given to a particular paradigm for the study of social network characteristics. In this paper we review, compare and highlight the strengths of different definitions of centralities in contemporary social networks.

References

[1]
Serge Abiteboul, Mihai Preda, and Gregory Cobena. Adaptive on-line page importance computation. In WWW '03: Proceedings of the 12th international conference on World Wide Web, pages 280--290, New York, NY, USA, 2003.
[2]
R. Albert and A.-L. Barabási. Statistical mechanics of complex networks. Reviews of Modern Physics, 74:47--97, 2002.
[3]
Reka Albert, Hawoong Jeong, and Albert-Laszlo Barabasi. Error and attack tolerance of complex networks. Nature, 406:378, 2000.
[4]
D. Anthony. Social network analysis in military headquarters using cavalier. In 5th International Command, Control Research and Technology Symposium.
[5]
David Bader, Shiva Kintali, Kamesh Madduri, and Milena Mihail. Approximating betweenness centrality. pages 124--137. 2007.
[6]
P Bonacich. Factoring and weighting approaches to status scores and clique identification. J. Math. Social. 2, pages 113--120, 1972.
[7]
Ulrik Brandes. A faster algorithm for betweenness centrality. Journal of Mathematical Sociology, 25:163--177, 2001.
[8]
Ulrik Brandes and Christian Pich. Centrality estimation in large networks. International Journal of Bifurcation and Chaos, pages 2303--2318, 2007.
[9]
Tim Dwyer, Seok-Hee Hong, Dirk Koschützki, Falk Schreiber, and Kai Xu. Visual analysis of network centralities. In APVis '06: Proceedings of the 2006 Asia-Pacific Symposium on Information Visualisation, pages 189--197, Darlinghurst, Australia, Australia, 2006. Australian Computer Society, Inc.
[10]
David Eppstein and Joseph Wang. Fast approximation of centrality. In SODA '01: Proceedings of the twelfth annual ACM-SIAM symposium on Discrete algorithms, pages 228--229, Philadelphia, PA, USA, 2001. Society for Industrial and Applied Mathematics.
[11]
Dániel Fogaras. Where to start browsing the web. In IICS: nnovative internet community systems, pages 65--79. Springer-Verlag, 2003.
[12]
Linton C. Freeman. A set of measures of centrality based on betweenness. Sociometry, 40(1):35--41, March 1977.
[13]
Linton C. Freeman. Centrality in social networks: Conceptual clarification. Social Networks, 1(3):215--239, 1979.
[14]
Robert Geisberger, Peter Sanders, and Dominik Schultes. Better approximation of betweenness centrality. In Proceedings of the Ninth Workshop on Algorithm Engineering and Experiments (ALENEX), 2008.
[15]
Pablo Gleiser and Leon Danon. Community structure in jazz. Advances in Complex Systems, 6:565, 2003.
[16]
Per Hage and Frank Harary. Eccentricity and centrality in networks. Social Networks, 17(1):57--63, 1995.
[17]
K. i. Goh, E. Oh, B. Kahng, and D. Kim. Betweenness centrality correlation in social networks. Phys. Rev. E, 67:01710-1, 2003.
[18]
Saroja Kanchi and David Vineyard. An optimal distributed algorithm for all-pairs shortest-path. Information theories and applications, 11:141--146, 2004.
[19]
A.-M. Kermarrec, E. Le Merrer, B. Sericola, and G. Trédan. Rr-6809 inria - second order centrality: distributed assessment of nodes criticity in complex networks, 2009.
[20]
V. Latora and M. Marchiori. A measure of centrality based on network efficiency. New Journal of Physics, 9(188), 2007.
[21]
Jure Leskovec and Christos Faloutsos. Sampling from large graphs. In KDD '06: Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, pages 631--636, New York, NY, USA, 2006. ACM.
[22]
Soumendra Nanda and David Kotz. Localized bridging centrality for distributed network analysis. In Proceedings of the 17th International Conference on Computer Communications and Networks (ICCCN), pages 1--6, August 2008.
[23]
Newman. A measure of betweenness centrality based on random walks. Social Networks, 27(1):39--54, January 2005.
[24]
Kazuya Okamoto, Wei Chen, and Xiang-Yang Li. Ranking of closeness centrality for large-scale social networks. In FAW '08: Proceedings of the 2nd annual international workshop on Frontiers in Algorithmics, pages 186--195, Berlin, Heidelberg, 2008. Springer-Verlag.
[25]
Lawrence Page, Sergey Brin, Rajeev Motwani, and Terry Winograd. The pagerank citation ranking: Bringing order to the web. Technical report, Stanford Digital Library Technologies Project, 1998.
[26]
Muhammad Akram Shaikh, Jiaxin Wang, Zehong Yang, and Yixu Song. Graph structural mining in terrorist networks. In ADMA '07: Proceedings of the 3rd international conference on Advanced Data Mining and Applications, pages 570--577, Berlin, Heidelberg, 2007. Springer-Verlag.
[27]
Jeffrey Travers and Stanley Milgram. An experimental study of the small world problem. Sociometry, 32(4):425--443, 1969.
[28]
Stanley Wasserman, Katherine Faust, and Dawn Iacobucci. Social Network Analysis: Methods and Applications (Structural Analysis in the Social Sciences). Cambridge University Press, November 1994.
[29]
Eiko Yoneki, Pan Hui, ShuYan Chan, and Jon Crowcroft. A socio-aware overlay for publish/subscribe communication in delay tolerant networks. In MSWiM '07: Proceedings of the 10th ACM Symposium on Modeling, analysis, and simulation of wireless and mobile systems, pages 225--234, New York, NY, USA, 2007. ACM.

Cited By

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  • (2024)Behind the scenes of COVID-19 response: a social network analysis of policy actors in Bandung CityCogent Social Sciences10.1080/23311886.2024.235635110:1Online publication date: 14-Jun-2024
  • (2023)Computing closeness for some graphsActa Universitatis Sapientiae, Informatica10.2478/ausi-2023-001515:2(221-238)Online publication date: 12-Dec-2023
  • (2018)Local Detection of Critical Nodes in Active Graphs2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM)10.1109/ASONAM.2018.8508323(107-110)Online publication date: Aug-2018
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cover image ACM Conferences
SNS '09: Proceedings of the Second ACM EuroSys Workshop on Social Network Systems
March 2009
58 pages
ISBN:9781605584638
DOI:10.1145/1578002
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Published: 31 March 2009

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EuroSys '09: Fourth EuroSys Conference 2009
March 31, 2009
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Cited By

View all
  • (2024)Behind the scenes of COVID-19 response: a social network analysis of policy actors in Bandung CityCogent Social Sciences10.1080/23311886.2024.235635110:1Online publication date: 14-Jun-2024
  • (2023)Computing closeness for some graphsActa Universitatis Sapientiae, Informatica10.2478/ausi-2023-001515:2(221-238)Online publication date: 12-Dec-2023
  • (2018)Local Detection of Critical Nodes in Active Graphs2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM)10.1109/ASONAM.2018.8508323(107-110)Online publication date: Aug-2018
  • (2015)Incremental closeness centrality in distributed memoryParallel Computing10.1016/j.parco.2015.01.00347:C(3-18)Online publication date: 1-Aug-2015
  • (2015)Regularizing graph centrality computationsJournal of Parallel and Distributed Computing10.1016/j.jpdc.2014.07.00676:C(106-119)Online publication date: 1-Feb-2015
  • (2014)Measurement and Analysis Topological Characteristics of Video-Sharing NetworkApplied Mechanics and Materials10.4028/www.scientific.net/AMM.575.863575(863-868)Online publication date: Jun-2014
  • (2014)Hardware/Software Vectorization for Closeness Centrality on Multi-/Many-Core ArchitecturesProceedings of the 2014 IEEE International Parallel & Distributed Processing Symposium Workshops10.1109/IPDPSW.2014.156(1386-1395)Online publication date: 19-May-2014
  • (2014)Network visualization for financial crime detectionJournal of Visual Languages and Computing10.1016/j.jvlc.2014.01.00225:4(433-451)Online publication date: 1-Aug-2014
  • (2013)Local clustering in provenance graphsProceedings of the 22nd ACM international conference on Information & Knowledge Management10.1145/2505515.2505624(835-840)Online publication date: 27-Oct-2013
  • (2013)Betweenness centrality on GPUs and heterogeneous architecturesProceedings of the 6th Workshop on General Purpose Processor Using Graphics Processing Units10.1145/2458523.2458531(76-85)Online publication date: 16-Mar-2013
  • Show More Cited By

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