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Continuous authentication of smartphone users via swipes and taps analysis

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dc.contributor.authorGarbuz, A.
dc.contributor.authorEpishkina, A.
dc.contributor.authorKogos, K.
dc.contributor.authorЕпишкина, Анна Васильевна
dc.contributor.authorКогос, Константин Григорьевич
dc.date.accessioned2024-11-21T19:08:55Z
dc.date.available2024-11-21T19:08:55Z
dc.date.issued2019
dc.description.abstract© 2019 IEEE.Nowadays, smartphones are used for getting access to sensitive and private data. As a result, we need an authentication system that will provide smartphones with additional security and at the same time will not cause annoyance to users. Existing authentication mechanisms provide just a one-time user verification and do not perform re-authentication in the process of further interaction. In this paper, we present a continuous user authentication system based on user's interaction with the touchscreen in conjunction with micromovements, performed by smartphones at the same time. We consider two of the most common types of gestures performed by users (vertical swipes up and down, and taps). The novelty of our approach is that swipes and taps are both analyzed to provide continuous authentication. Swipes are informative gestures, while taps are the most common gestures. This way, we aim to reduce the time of impostors' detection. The proposed scheme collects data from the touchscreen and multiple 3-dimensional sensors integrated in all modern smartphones. We use One-Class Support Vector Machine (OSVM) algorithm to get a model of a legitimate user. The obtained results show that the proposed scheme of continuous authentication can improve smartphone security.
dc.format.extentС. 48-53
dc.identifier.citationGarbuz, A. Continuous authentication of smartphone users via swipes and taps analysis / Garbuz, A., Epishkina, A., Kogos, K. // Proceedings of the 2019 European Intelligence and Security Informatics Conference, EISIC 2019. - 2019. - P. 48-53. - 10.1109/EISIC49498.2019.9108780
dc.identifier.doi10.1109/EISIC49498.2019.9108780
dc.identifier.urihttps://www.doi.org/10.1109/EISIC49498.2019.9108780
dc.identifier.urihttps://www.scopus.com/record/display.uri?eid=2-s2.0-85087077258&origin=resultslist
dc.identifier.urihttps://openrepository.mephi.ru/handle/123456789/19631
dc.relation.ispartofProceedings of the 2019 European Intelligence and Security Informatics Conference, EISIC 2019
dc.titleContinuous authentication of smartphone users via swipes and taps analysis
dc.typeConference Paper
dspace.entity.typePublication
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