Prediction and predictability of global epidemics: the role of the airline transportation network
arXiv:q-bio/0507029 · doi:10.1073/pnas.0510525103
Abstract
The systematic study of large-scale networks has unveiled the ubiquitous presence of connectivity patterns characterized by large scale heterogeneities and unbounded statistical fluctuations. These features affect dramatically the behavior of the diffusion processes occurring on networks, determining the ensuing statistical properties of their evolution pattern and dynamics. In this paper, we investigate the role of the large scale properties of the airline transportation network in determining the global evolution of emerging disease. We present a stochastic computational framework for the forecast of global epidemics that considers the complete world-wide air travel infrastructure complemented with census population data. We address two basic issues in global epidemic modeling: i) We study the role of the large scale properties of the airline transportation network in determining the global diffusion pattern of emerging diseases; ii) We evaluate the reliability of forecasts and outbreak scenarios with respect to the intrinsic stochasticity of disease transmission and traffic flows. In order to address these issues we define a set of novel quantitative measures able to characterize the level of heterogeneity and predictability of the epidemic pattern. These measures may be used for the analysis of containment policies and epidemic risk assessment.
arXiv comment20 pages, 5 figures
References in corpus (8)
- Statistical mechanics of complex networks
- Epidemic spreading in scale-free networks
- The architecture of complex weighted networks
- The worldwide air transportation network: Anomalous centrality, community structure, and cities' global roles
- Forecast and Control of Epidemics in a Globalized World
- Diffusion-based method for producing density equalizing maps
- Scaling laws for the movement of people between locations in a large city
- Numerical Study of a Field Theory for Directed Percolation
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- Modeling the Worldwide Spread of Pandemic Influenza: Baseline Case and Containment Interventions
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- Turing patterns in network-organized activator-inhibitor systems
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- Seasonal transmission potential and activity peaks of the new influenza A(H1N1): a Monte Carlo likelihood analysis based on human mobility
- Data Based Identification and Prediction of Nonlinear and Complex Dynamical Systems
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- Modelling the Air Transport with Complex Networks: a short review
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- Local structure can identify and quantify influential global spreaders in large scale social networks
- Proximity Networks and Epidemics
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