A study of touching behavior for authentication in touch screen smart devices

Ala Abdulhakim Alariki, Azizah Bt Abdul Manaf, S. Khan
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引用次数: 3

Abstract

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.
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触摸屏智能设备中用于身份验证的触摸行为研究
随着触摸屏手机的日益普及,触摸手势行为变得越来越重要。由于触摸屏手机对更安全访问的需求不断增加,诸如pin,令牌或密码等旧策略未能跟上挑战的步伐。然而,我们研究了基于这些触摸动态特征的用户认证方案,以实现准确的用户认证。我们开发了android操作系统手机触摸屏读数采集所需的软件。在这些初步实验的基础上,我们重点研究了随机森林分类器来区分多个用户。我们的研究结果表明,结合触摸方向、手指压力、手指大小和加速度等所有特征,对android手机上的触摸行为进行正确分类,准确率为98.14%。
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