Exploring Touch-Screen Biometrics for User Identification on Smart Phones

Abstract : The use of mobile smart devices for storing sensitive information and accessing online services is increasing. At the same time, methods for authenticating users into their devices and online services that are not only secure, but also privacy and user-friendly are needed. In this paper, we present our initial explorations of the use of lock pattern dynamics as a secure and user-friendly two-factor authentication method. We developed an application for the Android mobile platform to collect data on the way individuals draw lock patterns on a touchscreen. Using a Random Forest machine learning classifier this method achieves an average Equal Error Rate (EER) of approximately 10.39%, meaning that lock patterns biometrics can be used for identifying users towards their device, but could also pose a threat to privacy if the users’ biometric information is handled outside their control.
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Jan Camenisch; Bruno Crispo; Simone Fischer-Hübner; Ronald Leenes; Giovanni Russello. 7th PrimeLife International Summer School (PRIMELIFE), Sep 2011, Trento, Italy. Springer, IFIP Advances in Information and Communication Technology, AICT-375, pp.130-143, 2012, Privacy and Identity Management for Life. 〈10.1007/978-3-642-31668-5_10〉
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Julio Angulo, Erik Wästlund. Exploring Touch-Screen Biometrics for User Identification on Smart Phones. Jan Camenisch; Bruno Crispo; Simone Fischer-Hübner; Ronald Leenes; Giovanni Russello. 7th PrimeLife International Summer School (PRIMELIFE), Sep 2011, Trento, Italy. Springer, IFIP Advances in Information and Communication Technology, AICT-375, pp.130-143, 2012, Privacy and Identity Management for Life. 〈10.1007/978-3-642-31668-5_10〉. 〈hal-01517592〉

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