Physical Review E · 2009 · 299 citations · 23 references
Social SciencesUrban StudiesTransportTransportationTransportation GeographyMobility Pattern AnalysisMobility PatternsUrban MobilityUrban TransportHuman Mobility AnalysisHuman Mobility PatternsHuman Movement AnalysisHuman Movement ModelingStreet MobilityTraffic DistributionTransportation SimulationUrban Mobility Networks
Previous studies demonstrated empirically that human mobility exhibits Lévy flight behavior. However, our knowledge of the mechanisms governing this Lévy flight behavior remains limited. Here we analyze over 72,000 people's moving trajectories, obtained from 50 taxicabs during a six-month period in a large street network, and illustrate that the human mobility pattern, or the Lévy flight behavior, is mainly attributed to the underlying street network. In other words, the goal-directed nature of human movement has little effect on the overall traffic distribution. We further simulate the mobility of a large number of random walkers and find that (1) the simulated random walkers can reproduce the same human mobility pattern, and (2) the simulated mobility rate of the random walkers correlates pretty well (an R square up to 0.87) with the observed human mobility rate.
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Emergence of Scaling in Random Networks
Albert-Ĺaszló Barabási, Réka Albert · Science · 1999 · 36.4K citations · Full text
Power-law distributions in empirical data
Aaron Clauset, Cosma Rohilla Shalizi, M. E. J. Newman · Figshare · 2018 · 6.8K citations · Full text