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Published on: December 16, 2013
Node property of weighted networks considering connectability to nodes within two degrees of separation
Shun-Ichi Amano1, Ken-Ichiro Ogawa2, Yoshihiro Miyake2
1Department of Computer Science, Tokyo Institute of Technology, Yokohama, Kanagawa, Japan. Amano@myk.dis.titech.ac.jp.
Abstract:
Weighted networks have been extensively studied because they can represent various phenomena in which the diversity of edges is essential. To investigate the properties of weighted networks, various centrality measures have been proposed, such as strength, weighted clustering coefficients, and weighted betweenness centrality. In such measures, only direct connections or entire network connectivity from arbitrary nodes have been used to calculate the connectivity of each node. However, in weighted networks composed of autonomous elements such as humans, middle ranges from each node are also considered to be meaningful for characterizing each node's connectability. In this study, we define a new node property in weighted networks to consider connectability to nodes within a range of two degrees of separation, then apply this new centrality to face-to-face human communication networks in corporate organizations. Our results show that the proposed centrality distinguishes inherent communities corresponding to the job types in each organization with a high degree of accuracy. This indicates the possibility that connectability to nodes within two degrees of separation reveals potential trends of weighted networks that are not apparent from conventional measures.
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