keyplayer: An R Package for Locating Key Players in Social Networks

Abstract:

Interest in social network analysis has exploded in the past few years, partly thanks to the advancements in statistical methods and computing for network analysis. A wide range of the methods for network analysis is already covered by existent R packages. However, no comprehensive packages are available to calculate group centrality scores and to identify key players (i.e., those players who constitute the most central group) in a network. These functionalities are important because, for example, many social and health interventions rely on key players to facilitate the intervention. Identifying key players is challenging because players who are individually the most central are not necessarily the most central as a group due to redundancy in their connections. In this paper we develop methods and tools for computing group centrality scores and for identifying key players in social networks. We illustrate the methods using both simulated and empirical examples. The package keyplayer providing the presented methods is available from Comprehensive R Archive Network (CRAN).

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Authors

Affiliations

Weihua An

 

Yu-Hsin Liu

 

Published

April 30, 2016

Received

Oct 16, 2015

DOI

10.32614/RJ-2016-018

Volume

Pages

8/1

257 - 268

CRAN packages used

network, sna, igraph, statnet, RSiena, keyplayer, influenceR

CRAN Task Views implied by cited packages

SocialSciences, gR, Optimization, Bayesian, Graphics, Spatial

Footnotes

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    Text and figures are licensed under Creative Commons Attribution CC BY 4.0. The figures that have been reused from other sources don't fall under this license and can be recognized by a note in their caption: "Figure from ...".

    Citation

    For attribution, please cite this work as

    An & Liu, "The R Journal: keyplayer: An R Package for Locating Key Players in Social Networks", The R Journal, 2016

    BibTeX citation

    @article{RJ-2016-018,
      author = {An, Weihua and Liu, Yu-Hsin},
      title = {The R Journal: keyplayer: An R Package for Locating Key Players in Social Networks},
      journal = {The R Journal},
      year = {2016},
      note = {https://doi.org/10.32614/RJ-2016-018},
      doi = {10.32614/RJ-2016-018},
      volume = {8},
      issue = {1},
      issn = {2073-4859},
      pages = {257-268}
    }