Literature DB >> 24089967

Eigenvector centrality of nodes in multiplex networks.

Luis Solá1, Miguel Romance, Regino Criado, Julio Flores, Alejandro García del Amo, Stefano Boccaletti.   

Abstract

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.

Mesh:

Year:  2013        PMID: 24089967     DOI: 10.1063/1.4818544

Source DB:  PubMed          Journal:  Chaos        ISSN: 1054-1500            Impact factor:   3.642


  18 in total

1.  A tensor-based framework for studying eigenvector multicentrality in multilayer networks.

Authors:  Mincheng Wu; Shibo He; Yongtao Zhang; Jiming Chen; Youxian Sun; Yang-Yu Liu; Junshan Zhang; H Vincent Poor
Journal:  Proc Natl Acad Sci U S A       Date:  2019-07-17       Impact factor: 11.205

2.  Opinion formation in multiplex networks with general initial distributions.

Authors:  Chris G Antonopoulos; Yilun Shang
Journal:  Sci Rep       Date:  2018-02-12       Impact factor: 4.379

3.  Graphlets in Multiplex Networks.

Authors:  Tamarа Dimitrova; Kristijan Petrovski; Ljupcho Kocarev
Journal:  Sci Rep       Date:  2020-02-05       Impact factor: 4.379

4.  EIGENVECTOR-BASED CENTRALITY MEASURES FOR TEMPORAL NETWORKS.

Authors:  Dane Taylor; Sean A Myers; Aaron Clauset; Mason A Porter; Peter J Mucha
Journal:  Multiscale Model Simul       Date:  2017-03-28       Impact factor: 1.930

5.  The rise and fall of countries in the global value chains.

Authors:  Luiz G A Alves; Giuseppe Mangioni; Francisco A Rodrigues; Pietro Panzarasa; Yamir Moreno
Journal:  Sci Rep       Date:  2022-05-31       Impact factor: 4.996

Review 6.  The structure and dynamics of multilayer networks.

Authors:  S Boccaletti; G Bianconi; R Criado; C I Del Genio; J Gómez-Gardeñes; M Romance; I Sendiña-Nadal; Z Wang; M Zanin
Journal:  Phys Rep       Date:  2014-07-10       Impact factor: 25.600

7.  Effect of Inter-layer Coupling on Multilayer Network Centrality Measures.

Authors:  Tarun Kumar; Manikandan Narayanan; Balaraman Ravindran
Journal:  J Indian Inst Sci       Date:  2019-06

8.  Multiplex PageRank.

Authors:  Arda Halu; Raúl J Mondragón; Pietro Panzarasa; Ginestra Bianconi
Journal:  PLoS One       Date:  2013-10-30       Impact factor: 3.240

9.  Destructive influence of interlayer coupling on Heider balance in bilayer networks.

Authors:  Piotr J Górski; Krzysztof Kułakowski; Przemysław Gawroński; Janusz A Hołyst
Journal:  Sci Rep       Date:  2017-11-22       Impact factor: 4.379

10.  Multiplex lexical networks reveal patterns in early word acquisition in children.

Authors:  Massimo Stella; Nicole M Beckage; Markus Brede
Journal:  Sci Rep       Date:  2017-04-24       Impact factor: 4.379

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