سال انتشار:

2021

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عنوان انگلیسی مقاله:

Behavioral biometrics & continuous user authentication on mobile devices: A survey

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ترجمه فارسی عنوان مقاله:

بیومتریک رفتاری و احراز هویت مداوم کاربر در دستگاه های تلفن همراه: یک مرور

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منبع:

Sciencedirect - Elsevier - Information Fusion, 66 (2021) 76-99: doi:10:1016/j:inffus:2020:08:021

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نویسنده:

Ioannis Stylios

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چکیده انگلیسی:

This paper offers an up-to-date, comprehensive, extensive and targeted survey on Behavioral Biometrics and Continuous Authentication technologies for mobile devices. Our aim is to help interested researchers to effectively grasp the background in this field and to avoid pitfalls in their work. In our survey, we first present a classification of behavioral biometrics technologies and continuous authentication for mobile devices and an analysis for behavioral biometrics collection methodologies and feature extraction techniques. Then, we provide a state-of-the-art literature review focusing on the machine learning models performance in seven types of behavioral biometrics for continuous authentication. Further, we conduct another review that showed the vulnerability of machine learning models against well-designed adversarial attack vectors and we highlight relevant countermeasures. Finally, our discussions extend to lessons learned, current challenges and future trends.
Keywords: Machine Learning | Behavioral Biometrics | Continuous Authentication | Mobile Devices | Attacks | Defense | Survey

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قیمت: رایگان

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توضیحات اضافی:

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