Chaos An Interdisciplinary Journal of Nonlinear Science · 2022 · 12 citations · 27 references
EngineeringInfectious Disease ControlDynamical SystemsEpidemiologyStochastic ProcessesDisease ModelingDisease SpreadInfectious Disease DynamicsNetwork DynamicsNetwork ModelingStochastic NetworksEpidemic ModelsEpidemic Processes On NetworksEpidemic SpreadingEpidemic Spreading On NetworksExtinctionInfectious Disease ModelsMean Field AnalysisMean-field Approximation
We consider stochastic, individual-level susceptible-infected-susceptible models for the spread of disease, opinion, or information on dynamic graphs and hypergraphs. We set up "snapshot" models where the interactions at any time are independently and identically sampled from an underlying distribution that represents a typical scenario. In the hypergraph case, this corresponds to a new Gilbert-style random hypergraph model. After justifying this modeling regime, we present useful mean field approximations. With an emphasis on the derivation of spectral conditions that determine long-time extinction, we give computational simulations and accompanying theoretical analysis for the exact models and their mean field approximations.
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Networks beyond pairwise interactions: Structure and dynamics
Physics Reports · 2020 · 1.4K citations · Full text
E. N. Gilbert · The Annals of Mathematical Statistics · 1959 · 1.1K citations · Full text
Piet Van Mieghem, Jasmina Omić, Robert E. Kooij · IEEE/ACM Transactions on Networking · 2008 · 1.1K citations · Full text
The physics of higher-order interactions in complex systems
Federico Battiston, Enrico Amico, Alain Barrat et al. · Nature Physics · 2021 · 884 citations · Full text