A universal model for mobility and migration patterns
arXiv:1111.0586 · doi:10.1038/nature10856
Abstract
Introduced in its contemporary form by George Kingsley Zipf in 1946, but with roots that go back to the work of Gaspard Monge in the 18th century, the gravity law is the prevailing framework to predict population movement, cargo shipping volume, inter-city phone calls, as well as bilateral trade flows between nations. Despite its widespread use, it relies on adjustable parameters that vary from region to region and suffers from known analytic inconsistencies. Here we introduce a stochastic process capturing local mobility decisions that helps us analytically derive commuting and mobility fluxes that require as input only information on the population distribution. The resulting radiation model predicts mobility patterns in good agreement with mobility and transport patterns observed in a wide range of phenomena, from long-term migration patterns to communication volume between different regions. Given its parameter-free nature, the model can be applied in areas where we lack previous mobility measurements, significantly improving the predictive accuracy of most of phenomena affected by mobility and transport processes.
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References in corpus (8)
- Understanding individual human mobility patterns
- Structure and tie strengths in mobile communication networks
- Prediction and predictability of global epidemics: the role of the airline transportation network
- A tale of many cities: universal patterns in human urban mobility
- Laws of Population Growth
- Gravity model in the Korean highway
- Interplay between topology and dynamics in the World Trade Web
- Impacts of preference and geography on epidemic spreading
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