On degree-degree correlations in multilayer networks

被引:33
作者
de Arruda, Guilherme Ferraz [1 ]
Cozzo, Emanuele [2 ,3 ]
Moreno, Yamir [2 ,3 ,4 ]
Rodrigues, Francisco A. [1 ]
机构
[1] Univ Sao Paulo, Inst Ciencias Matemat & Comp, Dept Matemat Aplicada & Estat, Campus Sao Carlos,Caixa Postal 668, BR-13560970 Sao Carlos, SP, Brazil
[2] Univ Zaragoza, Inst Biocomputat & Phys Complex Syst BIFI, Zaragoza 50018, Spain
[3] Univ Zaragoza, Dept Theoret Phys, Zaragoza 50018, Spain
[4] Inst Sci Interchange, Complex Networks & Syst Lagrange Lab, Turin, Italy
基金
巴西圣保罗研究基金会;
关键词
Multilayer networks; Degree degree correlations; Tensorial representation; COMPLEX NETWORKS;
D O I
10.1016/j.physd.2015.11.004
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We propose a generalization of the concept of assortativity based on the tensorial representation of multilayer networks, covering the definitions given in terms of Pearson and Spearman coefficients. Our approach can also be applied to weighted networks and provides information about correlations considering pairs of layers. By analyzing the multilayer representation of the airport transportation network, we show that contrasting results are obtained when the layers are analyzed independently or as an interconnected system. Finally, we study the impact of the level of assortativity and heterogeneity between layers on the spreading of diseases. Our results highlight the need of studying degree degree correlations on multilayer systems, instead of on aggregated networks. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:5 / 11
页数:7
相关论文
共 32 条
[1]  
[Anonymous], 2008, Dynamical Processes on Complex Networks
[2]  
[Anonymous], 2010, Networks: An Introduction, DOI 10.1162/artl_r_00062
[3]   Complex networks: Structure and dynamics [J].
Boccaletti, S. ;
Latora, V. ;
Moreno, Y. ;
Chavez, M. ;
Hwang, D. -U. .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2006, 424 (4-5) :175-308
[4]   The structure and dynamics of multilayer networks [J].
Boccaletti, S. ;
Bianconi, G. ;
Criado, R. ;
del Genio, C. I. ;
Gomez-Gardenes, J. ;
Romance, M. ;
Sendina-Nadal, I. ;
Wang, Z. ;
Zanin, M. .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2014, 544 (01) :1-122
[5]   Catastrophic cascade of failures in interdependent networks [J].
Buldyrev, Sergey V. ;
Parshani, Roni ;
Paul, Gerald ;
Stanley, H. Eugene ;
Havlin, Shlomo .
NATURE, 2010, 464 (7291) :1025-1028
[6]   Emergence of network features from multiplexity [J].
Cardillo, Alessio ;
Gomez-Gardenes, Jesus ;
Zanin, Massimiliano ;
Romance, Miguel ;
Papo, David ;
del Pozo, Francisco ;
Boccaletti, Stefano .
SCIENTIFIC REPORTS, 2013, 3
[7]   Detecting rich-club ordering in complex networks [J].
Colizza, V ;
Flammini, A ;
Serrano, MA ;
Vespignani, A .
NATURE PHYSICS, 2006, 2 (02) :110-115
[8]   Characterization of complex networks: A survey of measurements [J].
Costa, L. Da F. ;
Rodrigues, F. A. ;
Travieso, G. ;
Boas, P. R. Villas .
ADVANCES IN PHYSICS, 2007, 56 (01) :167-242
[9]   Analyzing and modeling real-world phenomena with complex networks: a survey of applications [J].
Costa, Luciano da Fontoura ;
Oliveira, Osvaldo N., Jr. ;
Travieso, Gonzalo ;
Rodrigues, Francisco Aparecido ;
Villas Boas, Paulino Ribeiro ;
Antiqueira, Lucas ;
Viana, Matheus Palhares ;
Correa Rocha, Luis Enrique .
ADVANCES IN PHYSICS, 2011, 60 (03) :329-412
[10]   Structure of triadic relations in multiplex networks [J].
Cozzo, Emanuele ;
Kivelae, Mikko ;
De Domenico, Manlio ;
Sole-Ribalta, Albert ;
Arenas, Alex ;
Gomez, Sergio ;
Porter, Mason A. ;
Moreno, Yamir .
NEW JOURNAL OF PHYSICS, 2015, 17