A vibrational approach to node centrality and vulnerability in complex networks |
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Authors: | Ernesto Estrada Naomichi Hatano |
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Affiliation: | a Department of Mathematics and Statistics, Department of Physics, Institute of Complex Systems, University of Strathclyde, Glasgow G1 1XQ, UK b Institute of Industrial Science, University of Tokyo, Komaba, Meguro, Tokyo 153-8505, Japan |
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Abstract: | We propose a new measure of vulnerability of a node in a complex network. The measure is based on the analogy in which the nodes of the network are represented by balls and the links are identified with springs. We define the measure as the node displacement, or the amplitude of vibration of each node, under fluctuation due to the thermal bath in which the network is supposed to be submerged. We prove exact relations among the thus defined node displacement, the information centrality and the Kirchhoff index. The relation between the first two suggests that the node displacement has a better resolution of the vulnerability than the information centrality, because the latter is the sum of the local node displacement and the node displacement averaged over the entire network. |
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Keywords: | Network vibrations Centrality Spectral theory Kirchhoff index Information centrality Social networks |
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