Mathematical formulation of multilayer networks
Universitat Rovira i Virgili · Universidad de Zaragoza · +3 more institutions
Abstract
A network representation is useful for describing the structure of a large variety of complex systems. However, most real and engineered systems have multiple subsystems and layers of connectivity, and the data produced by such systems are very rich. Achieving a deep understanding of such systems necessitates generalizing “traditional” network theory, and the newfound deluge of data now makes it possible to test increasingly general frameworks for the study of networks. In particular, although adjacency matrices are useful to describe traditional single-layer networks, such a representation is insufficient for the analysis and description of multiplex and time-dependent networks. One must therefore develop a…
Citation impact
- FWCI
- 94.56
- Percentile
- 100%
- References
- 86
Authors
8- DDDe Domenico, M.Corresponding
Universitat Rovira i Virgili
- SASolé-Ribalta, A.
Universitat Rovira i Virgili
- CECozzo, E.
Universidad de Zaragoza
- KMKivelä, M.
University of Oxford, Oxford Applied Research (United Kingdom)
- MYMoreno, Y.
Institute for Scientific Interchange, Universidad de Zaragoza
Topics & keywords
- Computer science
- Centrality
- Complex network
- Modularity (biology)
- Theoretical computer science
- Representation (politics)
- Variety (cybernetics)
- Generalization