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TITLE:
Functional Multiplex PageRank - PC:2538

URV's Author/s:ARENAS MORENO, ALEJANDRO; Jacopo Iacovacci; Christoph Rahmede; Ginestra Bianconi
Author, as appears in the article.:Alex Arenas; Jacopo Iacovacci; Christoph Rahmede; Ginestra Bianconi
Author identifier:0000-0003-0937-0334; n/a; n/a; n/a
Journal publication year:2016
Publication Type:Article
ISSN:0295-5075
Abstract:Recently it has been recognized that many complex social, technological and biological networks have a multilayer nature and can be described by multiplex networks. Multiplex networks are formed by a set of nodes connected by links having different connotations forming the different layers of the multiplex. Characterizing the centrality of the nodes in a multiplex network is a challenging task since the centrality of the node naturally depends on the importance associated to links of a certain type. Here we propose to assign to each node of a multiplex network a centrality called Functional Multiplex PageRank that is a function of the weights given to every different pattern of connections (multilinks) existent in the multiplex network between any two nodes. Since multilinks distinguish all the possible ways in which the links in different layers can overlap, the Functional Multiplex PageRank can describe important non-linear effects when large relevance or small relevance is assigned to multilinks with overlap. Here we apply the Functional Page Rank to the multiplex airport networks, to the neuronal network of the nematode C. elegans, and to social collaboration and citation networks between scientists. This analysis reveals important differences existing between the most central nodes of these networks, and the correlations between their so-called pattern to success.
Article's DOI:10.1209/0295-5075/116/28004
Link to the original source:https://iopscience.iop.org/article/10.1209/0295-5075/116/28004
Papper version:info:eu-repo/semantics/publishedVersion
licence for use:https://creativecommons.org/licenses/by/3.0/es/
Department:Enginyeria Informàtica i Matemàtiques
Research group:Algorithms embedded in Physical Systems
Licence document URL:https://repositori.urv.cat/ca/proteccio-de-dades/
Thematic Areas:Computer engineering
Keywords:Multiplex networks
Entity:Universitat Rovira i Virgili
Record's date:2017-01-19
First page:Article number 28004
Journal volume:116
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