State inference in bioreactors through neural network consortium
Characterizing time-varying networks: methods and applications
Full text | |
Author(s): |
de Arruda, Guilherme Ferraz
[1]
;
Cozzo, Emanuele
[2, 3]
;
Moreno, Yamir
[2, 3, 4]
;
Rodrigues, Francisco A.
[1]
Total Authors: 4
|
Affiliation: | [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
Total Affiliations: 4
|
Document type: | Journal article |
Source: | PHYSICA D-NONLINEAR PHENOMENA; v. 323, p. 5-11, JUN 1 2016. |
Web of Science Citations: | 14 |
Abstract | |
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. (AU) | |
FAPESP's process: | 13/26416-9 - Modelling of dynamical processes in complex networks |
Grantee: | Francisco Aparecido Rodrigues |
Support Opportunities: | Regular Research Grants |
FAPESP's process: | 15/07463-1 - Spreading processes on multilayer networks |
Grantee: | Guilherme Ferraz de Arruda |
Support Opportunities: | Scholarships abroad - Research Internship - Doctorate |
FAPESP's process: | 12/25219-2 - Modeling, analysis and simulation of dynamic process on complex networks |
Grantee: | Guilherme Ferraz de Arruda |
Support Opportunities: | Scholarships in Brazil - Doctorate |