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Two-Dimensional Centrality of Asymmetric Social Network

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Data Analysis and Classification

Abstract

The purpose of the present study is to introduce a procedure to derive the centrality of an asymmetric social network, where the relationships among actors are asymmetric. The procedure is based on the singular value decomposition of an asymmetric matrix of friendship relationships among actors. Two kinds of the centrality are introduced; one is the centrality of extending friendship relationships from the actor to the other actors, and the other is the centrality of accepting friendship relationships from the other actors to the actor. The present procedure is based on the two largest singular values not only on the largest singular value. Each actor has two sets of the centrality; each consists of the centrality of extending and of the centrality of accepting friendship relationships. An application to help or advice relationships among managers in a company is shown.

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References

  • Bonacich, P. (1972). Factoring and weighting approaches to clique identification. Journal of Mathematical Sociology, 2, 113–120.

    Article  Google Scholar 

  • Bonacich, P. (1991). Simultaneous group and individual centralities. Social Networks, 13, 155–168.

    Article  Google Scholar 

  • Bonacich, P., & Lloyd, P. (2001). Eigenvector-like measures of centrality for asymmetric relations. Social Networks, 23, 191–201.

    Article  Google Scholar 

  • Borg, I., & Groenen, P. J. K. (2005). Modern multidimensional scaling: Theory and applications (2nd edition). New York: Springer.

    MATH  Google Scholar 

  • Greenacre, M. (2000). Correspondence analysis of square asymmetric matrices. Applied Statistics, 49, 297–310.

    MATH  MathSciNet  Google Scholar 

  • Krackhardt, D. (1987). Cognitive social structures. Social Networks, 9, 109–134.

    Article  MathSciNet  Google Scholar 

  • Okada, A. (2008). Two-dimensional centrality of a social network. In C. Preisach, L. Burkhardt, & L. Schmidt-Thieme (Eds.), Data analysis, machiine learning and applications (pp. 381–388). Heidelberg: Springer.

    Chapter  Google Scholar 

  • Wasserman, S., & Faust, K. (1994). Social network analysis: Methods and applications. Cambridge, UK: Cambridge University Press.

    Google Scholar 

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Correspondence to Akinori Okada .

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Okada, A. (2010). Two-Dimensional Centrality of Asymmetric Social Network. In: Palumbo, F., Lauro, C., Greenacre, M. (eds) Data Analysis and Classification. Studies in Classification, Data Analysis, and Knowledge Organization. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-03739-9_11

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