Epidemic threshold and control in a dynamic network
arXiv:1110.4000 · doi:10.1103/PhysRevE.85.016103
Abstract
In this paper we present a model describing Susceptible-Infected-Susceptible (SIS) type epidemics spreading on a dynamic contact network with random link activation and deletion where link ac- tivation can be locally constrained. We use and adapt a improved effective degree compartmental modelling framework recently proposed by Lindquist et al. [J. Lindquist et al., J. Math Biol. 62, 2, 143 (2010)] and Marceau et al. [V. Marceau et al., Phys. Rev. E 82, 036116 (2010)]. The resulting set of ordinary differential equations (ODEs) is solved numerically and results are compared to those obtained using individual-based stochastic network simulation. We show that the ODEs display excellent agreement with simulation for the evolution of both the disease and the network, and is able to accurately capture the epidemic threshold for a wide range of parameters. We also present an analytical R0 calculation for the dynamic network model and show that depending on the relative timescales of the network evolution and disease transmission two limiting cases are recovered: (i) the static network case when network evolution is slow and (ii) homogeneous random mixing when the network evolution is rapid. We also use our threshold calculation to highlight the dangers of relying on local stability analysis when predicting epidemic outbreaks on evolving networks.
7 pages, 5 figures
References in corpus (2)
Cited by in corpus (23)
- Spreading processes in Multilayer Networks
- Binary-state dynamics on complex networks: pair approximation and beyond
- Analytical computation of the epidemic threshold on temporal networks
- Optimal Containment of Epidemics in Temporal and Adaptive Networks
- Analysis, Prediction, and Control of Epidemics: A Survey from Scalar to Dynamic Network Models
- Stability of Spreading Processes over Time-Varying Large-Scale Networks
- The basic reproduction number as a predictor for epidemic outbreaks in temporal networks
- Epidemic Threshold in Continuous-Time Evolving Networks
- Temporal interactions facilitate endemicity in the susceptible-infected-susceptible epidemic model
- Epidemic Threshold of an SIS Model in Dynamic Switching Networks
- A network epidemic model with preventive rewiring: comparative analysis of the initial phase
- Efficient sampling of spreading processes on complex networks using a composition and rejection algorithm
- Infection propagator approach to compute epidemic thresholds on temporal networks: impact of immunity and of limited temporal resolution
- Interplay of network dynamics and ties heterogeneity on spreading dynamics
- Phase transition of the susceptible-infected-susceptible dynamics on time-varying configuration model networks
- Tensor product approach to modelling epidemics on networks
- Non-systemic transmission of tick-borne diseases: a network approach
- Moment-Closure Approximations for Discrete Adaptive Networks
- SIS Epidemics in Multilayer-based Temporal Networks
- Oscillating epidemics in a dynamic network model: stochastic and mean-field analysis
- Tensor product algorithms for inference of contact network from epidemiological data
- Epidemics on evolving networks with varying degrees
- Large epidemic thresholds emerge in heterogeneous networks of heterogeneous nodes