Epidemics · 2014 · 196 citations · 32 references
Veterinary MedicineInfectious Disease ControlInfectious DiseasesHost-pathogen InteractionsInfectious Disease EpidemiologyNetwork BiologyDisease SpreadHost-pathogen Interaction NetworksInfectious Disease DynamicsNetwork DynamicsNetwork ModelingTransmission DynamicsContact Network ModelsEpidemic ModelsEpidemic SpreadingEpidemic Spreading ModelsEpidemic Spreading On NetworksInfectious Disease ModelsMathematical Modeling Of EpidemicsNetwork-based Modeling
Networks provide a powerful framework for studying infectious disease spread, yet their high dimensionality makes modeling transmission mathematically and computationally difficult, leaving many basic questions unanswered. The authors call for a more general theory to clarify how network structure influences infection dynamics and control strategies. They outline a set of challenges that delineate key research directions in network epidemic modeling.
Networks offer a fertile framework for studying the spread of infection in human and animal populations. However, owing to the inherent high-dimensionality of networks themselves, modelling transmission through networks is mathematically and computationally challenging. Even the simplest network epidemic models present unanswered questions. Attempts to improve the practical usefulness of network models by including realistic features of contact networks and of host–pathogen biology (e.g. waning immunity) have made some progress, but robust analytical results remain scarce. A more general theory is needed to understand the impact of network structure on the dynamics and control of infection. Here we identify a set of challenges that provide scope for active research in the field of network epidemic models.
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