(So) Big Data and the transformation of the city

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorAndrienko, Gennadyen_US
dc.contributor.authorAndrienko, Nataliaen_US
dc.contributor.authorBoldrini, Chiaraen_US
dc.contributor.authorCaldarelli, Guidoen_US
dc.contributor.authorCintia, Paoloen_US
dc.contributor.authorCresci, Stefanoen_US
dc.contributor.authorFacchini, Angeloen_US
dc.contributor.authorGiannotti, Foscaen_US
dc.contributor.authorGionis, Aristidesen_US
dc.contributor.authorGuidotti, Riccardoen_US
dc.contributor.authorMathioudakis, Michaelen_US
dc.contributor.authorMuntean, Cristina Ioanaen_US
dc.contributor.authorPappalardo, Lucaen_US
dc.contributor.authorPedreschi, Dinoen_US
dc.contributor.authorPournaras, Evangelosen_US
dc.contributor.authorPratesi, Francescaen_US
dc.contributor.authorTesconi, Maurizioen_US
dc.contributor.authorTrasarti, Robertoen_US
dc.contributor.departmentDepartment of Computer Scienceen
dc.contributor.groupauthorAdj. Prof. Gionis Aris groupen
dc.contributor.groupauthorHelsinki Institute for Information Technology (HIIT)en
dc.contributor.groupauthorComputer Science Adjunct Professorsen
dc.contributor.organizationFraunhofer Institute for Intelligent Analysis and Information Systemsen_US
dc.contributor.organizationCNR-ENEA-EURATOM Associationen_US
dc.contributor.organizationIMT School for Advanced Studies Luccaen_US
dc.contributor.organizationUniversity of Pisaen_US
dc.contributor.organizationUniversity of Leedsen_US
dc.contributor.organizationUniversity of Helsinkien_US
dc.date.accessioned2021-06-09T06:54:10Z
dc.date.available2021-06-09T06:54:10Z
dc.date.issued2021-05en_US
dc.description| openaire: EC/H2020/654024/EU//SoBigData
dc.description.abstractThe exponential increase in the availability of large-scale mobility data has fueled the vision of smart cities that will transform our lives. The truth is that we have just scratched the surface of the research challenges that should be tackled in order to make this vision a reality. Consequently, there is an increasing interest among different research communities (ranging from civil engineering to computer science) and industrial stakeholders in building knowledge discovery pipelines over such data sources. At the same time, this widespread data availability also raises privacy issues that must be considered by both industrial and academic stakeholders. In this paper, we provide a wide perspective on the role that big data have in reshaping cities. The paper covers the main aspects of urban data analytics, focusing on privacy issues, algorithms, applications and services, and georeferenced data from social media. In discussing these aspects, we leverage, as concrete examples and case studies of urban data science tools, the results obtained in the “City of Citizens” thematic area of the Horizon 2020 SoBigData initiative, which includes a virtual research environment with mobility datasets and urban analytics methods developed by several institutions around Europe. We conclude the paper outlining the main research challenges that urban data science has yet to address in order to help make the smart city vision a reality.en
dc.description.versionPeer revieweden
dc.format.extent30
dc.format.extent311-340
dc.format.mimetypeapplication/pdfen_US
dc.identifier.citationAndrienko, G, Andrienko, N, Boldrini, C, Caldarelli, G, Cintia, P, Cresci, S, Facchini, A, Giannotti, F, Gionis, A, Guidotti, R, Mathioudakis, M, Muntean, C I, Pappalardo, L, Pedreschi, D, Pournaras, E, Pratesi, F, Tesconi, M & Trasarti, R 2021, ' (So) Big Data and the transformation of the city ', International Journal of Data Science and Analytics, vol. 11, no. 4, pp. 311-340 . https://doi.org/10.1007/s41060-020-00207-3en
dc.identifier.doi10.1007/s41060-020-00207-3en_US
dc.identifier.issn2364-415X
dc.identifier.issn2364-4168
dc.identifier.otherPURE UUID: 05688c8d-f5e1-40a1-bfb3-55b862ca62f7en_US
dc.identifier.otherPURE ITEMURL: https://research.aalto.fi/en/publications/05688c8d-f5e1-40a1-bfb3-55b862ca62f7en_US
dc.identifier.otherPURE LINK: http://www.scopus.com/inward/record.url?scp=85087801407&partnerID=8YFLogxKen_US
dc.identifier.otherPURE FILEURL: https://research.aalto.fi/files/63380525/Andrienko2021_Article_SoBigDataAndTheTransformationO.pdfen_US
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/108004
dc.identifier.urnURN:NBN:fi:aalto-202106097262
dc.language.isoenen
dc.publisherSpringer Nature Switzerland AG
dc.relationinfo:eu-repo/grantAgreement/EC/H2020/654024/EU//SoBigDataen_US
dc.relation.ispartofseriesInternational Journal of Data Science and Analyticsen
dc.relation.ispartofseriesVolume 11, issue 4en
dc.rightsopenAccessen
dc.subject.keywordBig dataen_US
dc.subject.keywordMobility datasetsen_US
dc.subject.keywordSoBigDataen_US
dc.subject.keywordUrban data scienceen_US
dc.title(So) Big Data and the transformation of the cityen
dc.typeA1 Alkuperäisartikkeli tieteellisessä aikakauslehdessäfi
dc.type.versionpublishedVersion

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