Eigenvector centrality of nodes in multiplex networks

被引:154
作者
Sola Conde, Luis [1 ,2 ]
Romance, Miguel [1 ,2 ]
Criado, Regino [1 ,2 ]
Flores, Julio [1 ,2 ]
Garcia del Amo, Alejandro [1 ,2 ]
Boccaletti, Stefano [3 ]
机构
[1] Rey Juan Carlos Univ, Dept Appl Math, Madrid 28933, Spain
[2] Tech Univ Madrid, Ctr Biomed Technol CTB, Madrid 28223, Spain
[3] CNR Inst Complex Syst, I-50019 Florence, Italy
关键词
D O I
10.1063/1.4818544
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We extend the concept of eigenvector centrality to multiplex networks, and introduce several alternative parameters that quantify the importance of nodes in a multi-layered networked system, including the definition of vectorial-type centralities. In addition, we rigorously show that, under reasonable conditions, such centrality measures exist and are unique. Computer experiments and simulations demonstrate that the proposed measures provide substantially different results when applied to the same multiplex structure, and highlight the non-trivial relationships between the different measures of centrality introduced. (C) 2013 AIP Publishing LLC.
引用
收藏
页数:10
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