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dc.contributor.authorSobolevsky, Stanislav
dc.contributor.authorBojic, Iva
dc.contributor.authorBelyi, Alexander
dc.contributor.authorSitko, Izabela
dc.contributor.authorHawelka, Bartosz
dc.contributor.authorArias, Juan Murillo
dc.contributor.authorRatti, Carlo
dc.date.accessioned2016-03-09T17:13:38Z
dc.date.available2016-03-09T17:13:38Z
dc.date.issued2015-06
dc.identifier.isbn978-1-4673-7278-7
dc.identifier.isbn978-1-4673-7277-0
dc.identifier.urihttp://hdl.handle.net/1721.1/101645
dc.description.abstractScientific studies investigating laws and regularities of human behavior are nowadays increasingly relying on the wealth of widely available digital information produced by human activity. In this paper we use big data created by three different aspects of this activity (i.e., Bank card transactions, geotagged photographs and tweets) in Spain for quantifying city attractiveness for foreign visitors. An important finding of this paper is a strong super linear scaling law 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. We also consider temporal variation of the scaling exponent in order to reveal seasonal patterns in the attractiveness. Finally, we propose a possible explanatory mechanism for the observed super linear effect based on a simple discrete choice model.en_US
dc.description.sponsorshipBanco Bilbao Vizcaya Argentariaen_US
dc.description.sponsorshipSingapore-MIT Alliance for Research and Technologyen_US
dc.description.sponsorshipKing Abdulaziz City of Science and Technology (Saudia Arabia). Center for Complex Engineering Systemsen_US
dc.description.sponsorshipAccentureen_US
dc.description.sponsorshipAir Liquideen_US
dc.description.sponsorshipCoca-Cola Companyen_US
dc.description.sponsorshipEmirates Integrated Telecommunications Companyen_US
dc.description.sponsorshipENELfoundationen_US
dc.description.sponsorshipEricsson (Firm)en_US
dc.description.sponsorshipExpo 2015en_US
dc.description.sponsorshipFerrovial (Firm)en_US
dc.description.sponsorshipLiberty Mutualen_US
dc.description.sponsorshipRegional Municipality of Wood Buffaloen_US
dc.description.sponsorshipVolkswagen Electronics Research Laben_US
dc.description.sponsorshipUBERen_US
dc.description.sponsorshipSENSEable City Laboratory Consortiumen_US
dc.language.isoen_US
dc.publisherInstitute of Electrical and Electronics Engineers (IEEE)en_US
dc.relation.isversionofhttp://dx.doi.org/10.1109/BigDataCongress.2015.92en_US
dc.rightsCreative Commons Attribution-Noncommercial-Share Alikeen_US
dc.rights.urihttp://creativecommons.org/licenses/by-nc-sa/4.0/en_US
dc.sourceMIT web domainen_US
dc.titleScaling of City Attractiveness for Foreign Visitors through Big Data of Human Economical and Social Media Activityen_US
dc.typeArticleen_US
dc.identifier.citationSobolevsky, Stanislav, Iva Bojic, Alexander Belyi, Izabela Sitko, Bartosz Hawelka, Juan Murillo Arias, and Carlo Ratti. “Scaling of City Attractiveness for Foreign Visitors through Big Data of Human Economical and Social Media Activity.” 2015 IEEE International Congress on Big Data (June 2015).en_US
dc.contributor.departmentMassachusetts Institute of Technology. Department of Urban Studies and Planningen_US
dc.contributor.departmentMassachusetts Institute of Technology. SENSEable City Laboratoryen_US
dc.contributor.mitauthorSobolevsky, Stanislaven_US
dc.contributor.mitauthorBojic, Ivaen_US
dc.contributor.mitauthorBelyi, Alexanderen_US
dc.contributor.mitauthorRatti, Carloen_US
dc.relation.journalProceedings of the 2015 IEEE International Congress on Big Dataen_US
dc.eprint.versionAuthor's final manuscripten_US
dc.type.urihttp://purl.org/eprint/type/ConferencePaperen_US
eprint.statushttp://purl.org/eprint/status/NonPeerRevieweden_US
dspace.orderedauthorsSobolevsky, Stanislav; Bojic, Iva; Belyi, Alexander; Sitko, Izabela; Hawelka, Bartosz; Arias, Juan Murillo; Ratti, Carloen_US
dc.identifier.orcidhttps://orcid.org/0000-0003-2026-5631
dc.identifier.orcidhttps://orcid.org/0000-0002-4664-3349
dc.identifier.orcidhttps://orcid.org/0000-0001-6281-0656
mit.licenseOPEN_ACCESS_POLICYen_US


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