Fuzzy logic-based implicit authentication for mobile access control

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dc.cclicenceCC-BY-NCen
dc.contributor.authorYerima, Suleimanen
dc.contributor.authorYao, F.en
dc.contributor.authorKang, B.en
dc.contributor.authorSezer, Sakiren
dc.date.acceptance2016en
dc.date.accessioned2018-10-31T09:36:32Z
dc.date.available2018-10-31T09:36:32Z
dc.date.issued2016-07
dc.descriptionThe file attached to this record is the author's final peer reviewed version. The Publisher's final version can be found by following the DOI link.en
dc.description.abstractIn order to address the increasing compromise of user privacy on mobile devices, a Fuzzy Logic based implicit authentication scheme is proposed in this paper. The proposed scheme computes an aggregate score based on selected features and a threshold in real-time based on current and historic data depicting user routine. The tuned fuzzy system is then applied to the aggregated score and the threshold to determine the trust level of the current user. The proposed fuzzy-integrated implicit authentication scheme is designed to: operate adaptively and completely in the background, require minimal training period, enable high system accuracy while provide timely detection of abnormal activity. In this paper, we explore Fuzzy Logic based authentication in depth. Gaussian and triangle-based membership functions are investigated and compared using real data over several weeks from different Android phone users. The presented results show that our proposed Fuzzy Logic approach is a highly effective, and viable scheme for lightweight real-time implicit authentication on mobile devices.en
dc.exception.ref2021codes254aen
dc.funderN/Aen
dc.identifier.citationYao, F., Yerima, S. Y., Kang, B., and Sezer, S. (2016) Fuzzy logic-based implicit authentication for mobile access control. In: SAI Computing Conference (SAI) 2016, London, July 2016.en
dc.identifier.doihttps://doi.org/10.1109/sai.2016.7556097
dc.identifier.urihttp://hdl.handle.net/2086/16920
dc.language.isoenen
dc.peerreviewedYesen
dc.projectidN/Aen
dc.publisherIEEEen
dc.researchgroupCyber Technology Institute (CTI)en
dc.researchinstituteCyber Technology Institute (CTI)en
dc.subjectFuzzy Logicen
dc.subjectmobile computingen
dc.subjectsmart phonesen
dc.subjectauthenticationen
dc.subjectimplicit authenticationen
dc.subjectbehaviour based authenticationen
dc.subjectmobile securityen
dc.titleFuzzy logic-based implicit authentication for mobile access controlen
dc.typeConferenceen

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