Effect of context in swipe gesture-based continuous authentication on smartphones. Siirtola, P., Komulainen, J., & Kellokumpu, V. In 26th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2018, pages 639-644, 2018. abstract bibtex This work investigates how context should be taken into account when conducting continuous authentication of a smartphone user based on touchscreen and accelerometer readings from swipe gestures. The study is based on publicly open data set consisting of 100 study subjects performing pre-defined reading and navigation tasks while sitting or walking. It is shown that context-specific models are needed for different smartphone usage and human activity scenarios to minimize authentication error. Also, the experimental results suggests that utilization of phone movement improves swipe gesture-based verification performance only when the user is moving.
@inProceedings{
title = {Effect of context in swipe gesture-based continuous authentication on smartphones},
type = {inProceedings},
year = {2018},
pages = {639-644},
id = {fa7cc0ab-0f6b-3b53-b74b-be44b14b4de7},
created = {2019-11-19T13:00:45.122Z},
file_attached = {false},
profile_id = {bddcf02d-403b-3b06-9def-6d15cc293e20},
group_id = {17585b85-df99-3a34-98c2-c73e593397d7},
last_modified = {2019-11-19T13:49:16.583Z},
read = {false},
starred = {false},
authored = {false},
confirmed = {true},
hidden = {false},
citation_key = {bisg:2199},
source_type = {inproceedings},
private_publication = {false},
abstract = {This work investigates how context should be taken into account when conducting continuous authentication of a smartphone user based on touchscreen and accelerometer readings from swipe gestures. The study is based on publicly open data set consisting of 100 study subjects performing pre-defined reading and navigation tasks while sitting or walking. It is shown that context-specific models are needed for different smartphone usage and human activity scenarios to minimize authentication error. Also, the experimental results suggests that utilization of phone movement improves swipe gesture-based verification performance only when the user is moving.},
bibtype = {inProceedings},
author = {Siirtola, P and Komulainen, J and Kellokumpu, V},
booktitle = {26th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2018}
}
Downloads: 0
{"_id":"v8sfz7w3pRCruYwmn","bibbaseid":"siirtola-komulainen-kellokumpu-effectofcontextinswipegesturebasedcontinuousauthenticationonsmartphones-2018","authorIDs":[],"author_short":["Siirtola, P.","Komulainen, J.","Kellokumpu, V."],"bibdata":{"title":"Effect of context in swipe gesture-based continuous authentication on smartphones","type":"inProceedings","year":"2018","pages":"639-644","id":"fa7cc0ab-0f6b-3b53-b74b-be44b14b4de7","created":"2019-11-19T13:00:45.122Z","file_attached":false,"profile_id":"bddcf02d-403b-3b06-9def-6d15cc293e20","group_id":"17585b85-df99-3a34-98c2-c73e593397d7","last_modified":"2019-11-19T13:49:16.583Z","read":false,"starred":false,"authored":false,"confirmed":"true","hidden":false,"citation_key":"bisg:2199","source_type":"inproceedings","private_publication":false,"abstract":"This work investigates how context should be taken into account when conducting continuous authentication of a smartphone user based on touchscreen and accelerometer readings from swipe gestures. The study is based on publicly open data set consisting of 100 study subjects performing pre-defined reading and navigation tasks while sitting or walking. It is shown that context-specific models are needed for different smartphone usage and human activity scenarios to minimize authentication error. Also, the experimental results suggests that utilization of phone movement improves swipe gesture-based verification performance only when the user is moving.","bibtype":"inProceedings","author":"Siirtola, P and Komulainen, J and Kellokumpu, V","booktitle":"26th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2018","bibtex":"@inProceedings{\n title = {Effect of context in swipe gesture-based continuous authentication on smartphones},\n type = {inProceedings},\n year = {2018},\n pages = {639-644},\n id = {fa7cc0ab-0f6b-3b53-b74b-be44b14b4de7},\n created = {2019-11-19T13:00:45.122Z},\n file_attached = {false},\n profile_id = {bddcf02d-403b-3b06-9def-6d15cc293e20},\n group_id = {17585b85-df99-3a34-98c2-c73e593397d7},\n last_modified = {2019-11-19T13:49:16.583Z},\n read = {false},\n starred = {false},\n authored = {false},\n confirmed = {true},\n hidden = {false},\n citation_key = {bisg:2199},\n source_type = {inproceedings},\n private_publication = {false},\n abstract = {This work investigates how context should be taken into account when conducting continuous authentication of a smartphone user based on touchscreen and accelerometer readings from swipe gestures. The study is based on publicly open data set consisting of 100 study subjects performing pre-defined reading and navigation tasks while sitting or walking. It is shown that context-specific models are needed for different smartphone usage and human activity scenarios to minimize authentication error. Also, the experimental results suggests that utilization of phone movement improves swipe gesture-based verification performance only when the user is moving.},\n bibtype = {inProceedings},\n author = {Siirtola, P and Komulainen, J and Kellokumpu, V},\n booktitle = {26th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2018}\n}","author_short":["Siirtola, P.","Komulainen, J.","Kellokumpu, V."],"bibbaseid":"siirtola-komulainen-kellokumpu-effectofcontextinswipegesturebasedcontinuousauthenticationonsmartphones-2018","role":"author","urls":{},"downloads":0},"bibtype":"inProceedings","creationDate":"2019-11-19T13:17:06.111Z","downloads":0,"keywords":[],"search_terms":["effect","context","swipe","gesture","based","continuous","authentication","smartphones","siirtola","komulainen","kellokumpu"],"title":"Effect of context in swipe gesture-based continuous authentication on smartphones","year":2018}