Scaling of city attractiveness for foreign visitors through big data of human economical and social media activity
arXiv:1504.06003 · doi:10.1109/BigDataCongress.2015.92
Abstract
Scientific studies investigating laws and regularities of human behavior are nowadays increasingly relying on the wealth of widely available digital information produced by human social activity. In this paper we leverage big data created by three different aspects of human activity (i.e., bank card transactions, geotagged photographs and tweets) in Spain for quantifying city attractiveness for the foreign visitors. An important finding of this papers is a strong superlinear scaling of city attractiveness with its population size. The observed scaling exponent stays nearly the same for different ways of defining cities and for different data sources, emphasizing the robustness of our finding. Temporal variation of the scaling exponent is also considered in order to reveal seasonal patterns in the attractiveness
8 pages, 3 figures, 1 table
References in corpus (8)
- Understanding individual human mobility patterns
- The scaling laws of human travel
- Geo-located Twitter as the proxy for global mobility patterns
- Exploring universal patterns in human home-work commuting from mobile phone data
- Urban Magnetism Through The Lens of Geo-tagged Photography
- Cities through the Prism of People's Spending Behavior
- Towards a comparative science of cities: using mobile traffic records in New York, London and Hong Kong
- Mining Urban Performance: Scale-Independent Classification of Cities Based on Individual Economic Transactions
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