Epidemic spreading and bond percolation in multilayer networks
arXiv:1611.08750 · doi:10.1088/1742-5468/aa5fd8
Abstract
The Susceptible-Infected-Recovered (SIR) model is studied in multilayer networks with arbitrary number of links across the layers. By following the mapping to bond percolation we give the analytical expression for the epidemic threshold and the fraction of the infected individuals in arbitrary number of layers. These results provide an exact prediction of the epidemic threshold for infinite locally tree-like multilayer networks, and an lower bound of the epidemic threshold for more general multilayer networks. The case of a multilayer network formed by two interconnected networks is specifically studied as a function of the degree distribution within and across the layers. We show that the epidemic threshold strongly depends on the degree correlations of the multilayer structure. Finally we relate our results to the results obtained in the annealed approximation for the Susceptible-Infected-Susceptible (SIS) model.
arXiv comment8 pages, 2 figures
References in corpus (33)
- Catastrophic cascade of failures in interdependent networks
- Epidemic processes in complex networks
- The spread of epidemic disease on networks
- Multilayer Networks
- The structure and dynamics of multilayer networks
- Critical phenomena in complex networks
- Dynamical interplay between awareness and epidemic spreading in multiplex networks
- Diffusion dynamics on multiplex networks
- The physics of spreading processes in multilayer networks
- Random Walks on Multiplex Networks
- Emergence of network features from multiplexity
- Suppressing cascades of load in interdependent networks
- Avalanche Collapse of Interdependent Network
- A message passing approach for general epidemic models
- Epidemic spreading on interconnected networks
- Percolation on sparse networks
- Avoiding catastrophic failure in correlated networks of networks
- Contact-based Social Contagion in Multiplex Networks
- Percolation in real interdependent networks
- Analytical computation of the epidemic threshold on temporal networks
- Analysis of complex contagions in random multiplex networks
- Multiple percolation transitions in a configuration model of network of networks
- Epidemics in partially overlapped multiplex networks
- Containing epidemic outbreaks by message-passing techniques
- Redundant interdependencies boost the robustness of multilayer networks
- Percolation on interacting networks
- Message passing theory for percolation models on multiplex networks with link overlap
- Bond percolation on multiplex networks
- Mutually connected component of network of networks with replica nodes
- Tight lower bound for percolation threshold on a quasi-regular graph
- Beyond the locally tree-like approximation for percolation on real networks
- Immunization strategy for epidemic spreading on multilayer networks
- Percolation in real multiplex networks
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