Mobile terminal identity authentication system based on behavioral characteristics
We propose a new type of authentication system based on behavioral characteristics for smartphone users. With the sensor and touch screen data in the smartphone, the combination of the motion state detection mode and the authentication mode can effectively distinguish between legitimate smartphone u...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Hindawi - SAGE Publishing
2020-01-01
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| Series: | International Journal of Distributed Sensor Networks |
| Online Access: | https://doi.org/10.1177/1550147719899371 |
| _version_ | 1797717563717713920 |
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| author | Xiaoshi Liang Futai Zou Linsen Li Ping Yi |
| author_facet | Xiaoshi Liang Futai Zou Linsen Li Ping Yi |
| author_sort | Xiaoshi Liang |
| collection | DOAJ |
| description | We propose a new type of authentication system based on behavioral characteristics for smartphone users. With the sensor and touch screen data in the smartphone, the combination of the motion state detection mode and the authentication mode can effectively distinguish between legitimate smartphone users and other users. The system deploys software on the smartphone to collect data from sensors and touch screens, and upload the data to the cloud. We apply random forest algorithm on the data to extract features and achieve motion state detection. Multilayer perceptron algorithm is used for user authentication in corresponding motion state. The system effectively implements an implicit and continuous authentication mode, which can achieve user identity authentication without users’ being aware of it. The system proposed in this article can achieve 95.96% accuracy with false rejection rate of 2.55% and false acceptance rate of 6.94%. |
| first_indexed | 2024-03-12T08:38:09Z |
| format | Article |
| id | doaj.art-c455196d312a4179b8b41166cf30bfe5 |
| institution | Directory Open Access Journal |
| issn | 1550-1477 |
| language | English |
| last_indexed | 2024-03-12T08:38:09Z |
| publishDate | 2020-01-01 |
| publisher | Hindawi - SAGE Publishing |
| record_format | Article |
| series | International Journal of Distributed Sensor Networks |
| spelling | doaj.art-c455196d312a4179b8b41166cf30bfe52023-09-02T17:06:38ZengHindawi - SAGE PublishingInternational Journal of Distributed Sensor Networks1550-14772020-01-011610.1177/1550147719899371Mobile terminal identity authentication system based on behavioral characteristicsXiaoshi LiangFutai ZouLinsen LiPing YiWe propose a new type of authentication system based on behavioral characteristics for smartphone users. With the sensor and touch screen data in the smartphone, the combination of the motion state detection mode and the authentication mode can effectively distinguish between legitimate smartphone users and other users. The system deploys software on the smartphone to collect data from sensors and touch screens, and upload the data to the cloud. We apply random forest algorithm on the data to extract features and achieve motion state detection. Multilayer perceptron algorithm is used for user authentication in corresponding motion state. The system effectively implements an implicit and continuous authentication mode, which can achieve user identity authentication without users’ being aware of it. The system proposed in this article can achieve 95.96% accuracy with false rejection rate of 2.55% and false acceptance rate of 6.94%.https://doi.org/10.1177/1550147719899371 |
| spellingShingle | Xiaoshi Liang Futai Zou Linsen Li Ping Yi Mobile terminal identity authentication system based on behavioral characteristics International Journal of Distributed Sensor Networks |
| title | Mobile terminal identity authentication system based on behavioral characteristics |
| title_full | Mobile terminal identity authentication system based on behavioral characteristics |
| title_fullStr | Mobile terminal identity authentication system based on behavioral characteristics |
| title_full_unstemmed | Mobile terminal identity authentication system based on behavioral characteristics |
| title_short | Mobile terminal identity authentication system based on behavioral characteristics |
| title_sort | mobile terminal identity authentication system based on behavioral characteristics |
| url | https://doi.org/10.1177/1550147719899371 |
| work_keys_str_mv | AT xiaoshiliang mobileterminalidentityauthenticationsystembasedonbehavioralcharacteristics AT futaizou mobileterminalidentityauthenticationsystembasedonbehavioralcharacteristics AT linsenli mobileterminalidentityauthenticationsystembasedonbehavioralcharacteristics AT pingyi mobileterminalidentityauthenticationsystembasedonbehavioralcharacteristics |