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Content Provider | IEEE Xplore Digital Library |
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Author | Zhiping Zhou Minmin Miao Ziwen Sun |
Copyright Year | 2015 |
Description | Author affiliation: Sch. of Internet of Things Eng., Jiangnan Univ., Wuxi, China (Zhiping Zhou; Minmin Miao; Ziwen Sun) |
Abstract | In order to guarantee the information security of the mobile terminal, a user authentication scheme based on a mobile terminal with a linear accelerometer embedded is put forward. It utilized an accelerometer to capture the acceleration signal of a person's authenticating gesture. In the preprocessing part, a sliding-window and bottom-up(SWAB) algorithm was used to detect the valid gesture endpoint, and wavelet packet decomposition(WPA) method was used to filter the sensor power noises and random dithering. Then in the feature extraction part, the short-time energy feature which can fully characterize individual differences was chosen. Finally, an algorithm based on Gaussian Absolute Dynamic Time Warping(GADTW) kernel and One-Class Support Vector Machine(OCSVM) was proposed for authentication. The experimental results demonstrate that, in the case of imposter attack, the False Rejection Rate is below 6 percent while the False Acceptance Rate is approaching 0 percent, which show the effectiveness of the scheme. |
Starting Page | 3902 |
Ending Page | 3907 |
File Size | 348015 |
Page Count | 6 |
File Format | |
ISBN | 9789881563897 |
ISSN | 19341768 |
DOI | 10.1109/ChiCC.2015.7260242 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2015-07-28 |
Publisher Place | China |
Access Restriction | Subscribed |
Rights Holder | Technical Committee on Control Theory, Chinese Association of Automation |
Subject Keyword | Accelerometers dynamic gesture Heuristic algorithms Authentication accelerometer Feature extraction Mobile communication One-Class Support Vector Machine(OCSVM) Dynamic Time Warping(DTW) Acceleration mobile terminal Kernel |
Content Type | Text |
Resource Type | Article |
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