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On the spectrum of two-layer approach and Multiplex PageRank

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On the spectrum of two-layer approach and Multiplex PageRank

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dc.contributor.author Pedroche Sánchez, Francisco es_ES
dc.contributor.author García, Esther es_ES
dc.contributor.author Romance, Miguel es_ES
dc.contributor.author Criado Herrero, Regino es_ES
dc.date.accessioned 2020-06-05T03:32:51Z
dc.date.available 2020-06-05T03:32:51Z
dc.date.issued 2018-12-15 es_ES
dc.identifier.issn 0377-0427 es_ES
dc.identifier.uri http://hdl.handle.net/10251/145411
dc.description.abstract [EN] In this paper, we present some results about the spectrum of the matrix associated with the computation of the Multiplex PageRank defined by the authors in a previous paper. These results can be considered as a natural extension of the known results about the spectrum of the Google matrix. In particular, we show that the eigenvalues of the transition matrix associated with the multiplex network can be deduced from the eigenvalues of a block matrix containing the stochastic matrices defined for each layer. We also show that, as occurs in the classic PageRank, the spectrum is not affected by the personalization vectors defined on each layer but depends on the parameter a that controls the teleportation. We also give some analytical relations between the eigenvalues and we include some small examples illustrating the main results. (C) 2018 Elsevier B.V. All rights reserved. es_ES
dc.description.sponsorship We thank the two anonymous reviewers for their constructive comments, which helped us to improve the manuscript. This work has been partially supported by the projects MTM2014-59906-P, MTM2014-52470-P (Spanish Ministry and FEDER, EU, Spain), MTM2017-84194-P (AEI/FEDER, EU, Spain) and the grant URJC-Grupo de Excelencia Investigadora GARECOM (2014-2017), Spain. es_ES
dc.language Inglés es_ES
dc.publisher Elsevier es_ES
dc.relation.ispartof Journal of Computational and Applied Mathematics es_ES
dc.rights Reconocimiento - No comercial - Sin obra derivada (by-nc-nd) es_ES
dc.subject PageRank es_ES
dc.subject Centrality measures es_ES
dc.subject Multiplex networks es_ES
dc.subject.classification MATEMATICA APLICADA es_ES
dc.title On the spectrum of two-layer approach and Multiplex PageRank es_ES
dc.type Artículo es_ES
dc.identifier.doi 10.1016/j.cam.2018.05.033 es_ES
dc.relation.projectID info:eu-repo/grantAgreement/MINECO//MTM2014-52470-P/ES/SISTEMAS DE JORDAN Y SU APLICACION AL ESTUDIO DE ALGEBRAS DE LIE/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2013-2016/MTM2017-84194-P/ES/SISTEMAS DE JORDAN, ALGEBRAS DE LIE Y REDES COMPLEJAS/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/MINECO//MTM2014-59906-P/ES/ANALISIS ESTRUCTURAL DE SISTEMAS REALES MODELADOS COMO REDES COMPLEJAS UTILIZANDO TECNICAS ESPECTRALES Y DINAMICA/ es_ES
dc.rights.accessRights Abierto es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Matemática Aplicada - Departament de Matemàtica Aplicada es_ES
dc.description.bibliographicCitation Pedroche Sánchez, F.; García, E.; Romance, M.; Criado Herrero, R. (2018). On the spectrum of two-layer approach and Multiplex PageRank. Journal of Computational and Applied Mathematics. 344:161-172. https://doi.org/10.1016/j.cam.2018.05.033 es_ES
dc.description.accrualMethod S es_ES
dc.relation.publisherversion https://doi.org/10.1016/j.cam.2018.05.033 es_ES
dc.description.upvformatpinicio 161 es_ES
dc.description.upvformatpfin 172 es_ES
dc.type.version info:eu-repo/semantics/publishedVersion es_ES
dc.description.volume 344 es_ES
dc.relation.pasarela S\373864 es_ES
dc.contributor.funder Universidad Rey Juan Carlos es_ES
dc.contributor.funder Agencia Estatal de Investigación es_ES
dc.contributor.funder European Regional Development Fund es_ES
dc.contributor.funder Ministerio de Economía y Competitividad es_ES


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