Spatiotemporal correlations of handset-based service usages

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorJo, Hang-Hyun
dc.contributor.authorKarsai, Márton
dc.contributor.authorKarikoski, Juuso
dc.contributor.authorKaski, Kimmo
dc.contributor.departmentDepartment of Communications and Networkingen
dc.contributor.departmentBECSen
dc.contributor.departmentDepartment of Computer Scienceen
dc.date.accessioned2025-10-08T07:54:46Z
dc.date.available2025-10-08T07:54:46Z
dc.date.issued2012
dc.description.abstractWe study spatiotemporal correlations and temporal diversities of handset-based service usages by analyzing a dataset that includes detailed information about locations and service usages of 124 users over 16 months. By constructing the spatiotemporal trajectories of the users we detect several meaningful places or contexts for each one of them and show how the context affects the service usage patterns. We find that temporal patterns of service usages are bound to the typical weekly cycles of humans, yet they show maximal activities at different times. We first discuss their temporal correlations and then investigate the time-ordering behavior of communication services like calls being followed by the non-communication services like applications. We also find that the behavioral overlap network based on the clustering of temporal patterns is comparable to the communication network of users. Our approach provides a useful framework for handset-based data analysis and helps us to understand the complexities of information and communications technology enabled human behavior.en
dc.description.versionPeer revieweden
dc.format.mimetypeapplication/pdf
dc.identifier.citationJo, H-H, Karsai, M, Karikoski, J & Kaski, K 2012, 'Spatiotemporal correlations of handset-based service usages', EPJ Data Science, vol. 1, no. 10, 10, pp. 1-18. https://doi.org/10.1140/epjds10en
dc.identifier.doi10.1140/epjds10
dc.identifier.otherPURE UUID: fdc263d0-ef3d-4d24-87de-e577ae9da14d
dc.identifier.otherPURE ITEMURL: https://research.aalto.fi/en/publications/fdc263d0-ef3d-4d24-87de-e577ae9da14d
dc.identifier.otherPURE FILEURL: https://research.aalto.fi/files/12978281/art_10.1140_epjds10.pdf
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/139987
dc.identifier.urnURN:NBN:fi:aalto-202510088168
dc.language.isoenen
dc.publisherSpringer
dc.relation.ispartofseriesEPJ Data Scienceen
dc.relation.ispartofseriesVolume 1, issue 10, pp. 1-18en
dc.rightsopenAccessen
dc.rightsCC BY
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.titleSpatiotemporal correlations of handset-based service usagesen
dc.typeA1 Alkuperäisartikkeli tieteellisessä aikakauslehdessäfi
dc.type.versionpublishedVersion

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