User Verification using Safe Handwritten Passwords on Smartphones

被引:0
|
作者
Kutzner, Tobias [1 ]
Ye, Fanyu [1 ]
Boenninger, Ingrid [1 ]
Travieso, Carlos [2 ]
Dutta, Malay Kishore [3 ]
Singh, Anushikha [3 ]
机构
[1] Brandenburg Tech Univ Cottbus Senftenberg, Senftenberg, Germany
[2] Univ Las Palmas Gran Canaria, IDeTIC, Dept Senales & Comunicac, Las Palmas Gran Canaria, Spain
[3] Amity Univ, Amity Sch Engn & Technol, Noida, India
关键词
Biometric; Verification; Feature selection; Classification;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This article focuses on the writer verification using safe handwritten passwords on smartphones. We extract and select 25 static and dynamic biometric features from a handwritten character password sequence on an android touch-screen device. For the writer verification we use the classification algorithms of WEKA framework. Our 32 test persons wrote generated safe passwords with a length of 8 characters. Each person wrote their password 12 times. The approach works with 384 training samples on a supervised system. The best result of 98.72% success rate for a correct classification, the proposal reached with the KStar and k-Nearest Neighbor classifier after ranking with Fisher Score feature selection. The best result of 10.42% false accepted rate is reached with KStar classifier.
引用
收藏
页码:48 / 53
页数:6
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