An Insider Threat Detection Approach Based on Mouse Dynamics and Deep Learning
Joint Authors
Niu, Weina
Zhang, Xiaosong
Hu, Teng
Liu, Xiaolei
Lu, Jiazhong
Liu, Yuan
Source
Security and Communication Networks
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-02-17
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Information Technology and Computer Science
Abstract EN
In the current intranet environment, information is becoming more readily accessed and replicated across a wide range of interconnected systems.
Anyone using the intranet computer may access content that he does not have permission to access.
For an insider attacker, it is relatively easy to steal a colleague’s password or use an unattended computer to launch an attack.
A common one-time user authentication method may not work in this situation.
In this paper, we propose a user authentication method based on mouse biobehavioral characteristics and deep learning, which can accurately and efficiently perform continuous identity authentication on current computer users, thus to address insider threats.
We used an open-source dataset with ten users to carry out experiments, and the experimental results demonstrated the effectiveness of the approach.
This approach can complete a user authentication task approximately every 7 seconds, with a false acceptance rate of 2.94% and a false rejection rate of 2.28%.
American Psychological Association (APA)
Hu, Teng& Niu, Weina& Zhang, Xiaosong& Liu, Xiaolei& Lu, Jiazhong& Liu, Yuan. 2019. An Insider Threat Detection Approach Based on Mouse Dynamics and Deep Learning. Security and Communication Networks،Vol. 2019, no. 2019, pp.1-12.
https://search.emarefa.net/detail/BIM-1210400
Modern Language Association (MLA)
Hu, Teng…[et al.]. An Insider Threat Detection Approach Based on Mouse Dynamics and Deep Learning. Security and Communication Networks No. 2019 (2019), pp.1-12.
https://search.emarefa.net/detail/BIM-1210400
American Medical Association (AMA)
Hu, Teng& Niu, Weina& Zhang, Xiaosong& Liu, Xiaolei& Lu, Jiazhong& Liu, Yuan. An Insider Threat Detection Approach Based on Mouse Dynamics and Deep Learning. Security and Communication Networks. 2019. Vol. 2019, no. 2019, pp.1-12.
https://search.emarefa.net/detail/BIM-1210400
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1210400