A study of touching behavior for authentication in touch screen smart devices
With the increased popularity of touch screen mobile phones, touch gesture behavior is becoming more and more important. Due to increasing demand for safer access in touch screen mobile phones, old strategies like pins, tokens, or passwords have failed to stay abreast of the challenges. However, we...
| Main Authors: | , , |
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| Format: | Proceeding Paper |
| Language: | English English |
| Published: |
Institute of Electrical and Electronics Engineers, Inc.
2016
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/51300/ http://irep.iium.edu.my/51300/1/51300_A_Study_of_Touching_Behavior_for_Authentication.pdf http://irep.iium.edu.my/51300/2/51300_A_Study_of_Touching_Behavior_for_Authentication_SCOPUS.pdf |
| _version_ | 1848783826966282240 |
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| author | Alariki, Ala Abdulhakim Abdul Manaf, Azizah Khan, Sheroz |
| author_facet | Alariki, Ala Abdulhakim Abdul Manaf, Azizah Khan, Sheroz |
| author_sort | Alariki, Ala Abdulhakim |
| building | IIUM Repository |
| collection | Online Access |
| description | With the increased popularity of touch screen mobile phones, touch gesture behavior is becoming more and more important. Due to increasing demand for safer access in touch screen mobile phones, old strategies like pins, tokens, or passwords have failed to stay abreast of the challenges. However, we study user authentication scheme based on these touch dynamics features for accurate user authentication. We developed the software needed to collect readings from touch screen of mobile phone running the android operation system. Based on these preliminary experiments we concentrated on the Random Forest classifier to differentiate multiple users. Our results show that combining all features such as touch direction, finger pressure, finger size and acceleration correctly classified touch behavior on an android phone with 98.14% accuracy. |
| first_indexed | 2025-11-14T16:27:32Z |
| format | Proceeding Paper |
| id | iium-51300 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-14T16:27:32Z |
| publishDate | 2016 |
| publisher | Institute of Electrical and Electronics Engineers, Inc. |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-513002016-12-30T07:51:33Z http://irep.iium.edu.my/51300/ A study of touching behavior for authentication in touch screen smart devices Alariki, Ala Abdulhakim Abdul Manaf, Azizah Khan, Sheroz TK5101 Telecommunication. Including telegraphy, radio, radar, television With the increased popularity of touch screen mobile phones, touch gesture behavior is becoming more and more important. Due to increasing demand for safer access in touch screen mobile phones, old strategies like pins, tokens, or passwords have failed to stay abreast of the challenges. However, we study user authentication scheme based on these touch dynamics features for accurate user authentication. We developed the software needed to collect readings from touch screen of mobile phone running the android operation system. Based on these preliminary experiments we concentrated on the Random Forest classifier to differentiate multiple users. Our results show that combining all features such as touch direction, finger pressure, finger size and acceleration correctly classified touch behavior on an android phone with 98.14% accuracy. Institute of Electrical and Electronics Engineers, Inc. 2016 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/51300/1/51300_A_Study_of_Touching_Behavior_for_Authentication.pdf application/pdf en http://irep.iium.edu.my/51300/2/51300_A_Study_of_Touching_Behavior_for_Authentication_SCOPUS.pdf Alariki, Ala Abdulhakim and Abdul Manaf, Azizah and Khan, Sheroz (2016) A study of touching behavior for authentication in touch screen smart devices. In: 2016 International Conference on Intelligent Systems Engineering (ICISE), 15th-17th March 2016, Islamabad, Pakistan. http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7475123&filter%3DAND%28p_IS_Number%3A7475106%29 10.1109/INTELSE.2016.7475123 |
| spellingShingle | TK5101 Telecommunication. Including telegraphy, radio, radar, television Alariki, Ala Abdulhakim Abdul Manaf, Azizah Khan, Sheroz A study of touching behavior for authentication in touch screen smart devices |
| title | A study of touching behavior for authentication in touch screen smart devices |
| title_full | A study of touching behavior for authentication in touch screen smart devices |
| title_fullStr | A study of touching behavior for authentication in touch screen smart devices |
| title_full_unstemmed | A study of touching behavior for authentication in touch screen smart devices |
| title_short | A study of touching behavior for authentication in touch screen smart devices |
| title_sort | study of touching behavior for authentication in touch screen smart devices |
| topic | TK5101 Telecommunication. Including telegraphy, radio, radar, television |
| url | http://irep.iium.edu.my/51300/ http://irep.iium.edu.my/51300/ http://irep.iium.edu.my/51300/ http://irep.iium.edu.my/51300/1/51300_A_Study_of_Touching_Behavior_for_Authentication.pdf http://irep.iium.edu.my/51300/2/51300_A_Study_of_Touching_Behavior_for_Authentication_SCOPUS.pdf |