On degree–degree correlations in multilayer networks
- 1. Departamento de Matemática Aplicada e Estatística, Instituto de Ciências Matemáticas e de Computação, Universidade de São Paulo - Campus de São Carlos, Caixa Postal 668, 13560-970 São Carlos, SP (Brazil)
- 2. Institute for Biocomputation and Physics of Complex Systems (BIFI) & Department of Theoretical Physics, University of Zaragoza, 50018 Zaragoza (Spain)
- 3. Complex Networks and Systems Lagrange Lab, Institute for Scientific Interchange, Turin (Italy)
Description
Highlights: • Generalizations of assortativity metrics for multilayer networks are provided. • The metrics show that degree–degree correlations should be measured system-wide. • The new tools are applied to study disease spreading on multilayer networks. 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.
Availability note (English)
Available from http://dx.doi.org/10.1016/j.physd.2015.11.004Additional details
Identifiers
- DOI
- 10.1016/j.physd.2015.11.004;
- PII
- S0167278915002250;
Publishing Information
- Journal Title
- Physica D
- Journal Volume
- 323
- Journal Page Range
- p. 5-11
- ISSN
- 0167-2789
- CODEN
- PDNPDT
INIS
- Country of Publication
- Netherlands
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 51116964
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
- Descriptors DEI
- AIRPORTS; CORRELATIONS; COVERINGS; DISEASES; LAYERS; METRICS
Optional Information
- Copyright
- Copyright (c) 2015 Elsevier B.V. All rights reserved.