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The widespread use of smartphones gives rise to new security and privacy concerns. Smartphone thefts account for the largest percentage of thefts in recent crime statistics. Using a victim's smartphone, the attacker can launch impersonation…

密码学与安全 · 计算机科学 2017-03-10 Wei-Han Lee , Ruby Lee

Mobile devices and technologies have become increasingly popular, offering comparable storage and computational capabilities to desktop computers allowing users to store and interact with sensitive and private information. The security and…

密码学与安全 · 计算机科学 2020-05-12 Mohammed Abuhamad , Ahmed Abusnaina , DaeHun Nyang , David Mohaisen

Active authentication is the problem of continuously verifying the identity of a person based on behavioral aspects of their interaction with a computing device. In this study, we collect and analyze behavioral biometrics data from…

密码学与安全 · 计算机科学 2016-11-15 Lex Fridman , Steven Weber , Rachel Greenstadt , Moshe Kam

In this study, a novel method to obtain user-dependent human activity recognition models unobtrusively by exploiting the sensors of a smartphone is presented. The recognition consists of two models: sensor fusion-based user-independent…

机器学习 · 计算机科学 2019-05-30 Pekka Siirtola , Heli Koskimäki , Juha Röning

In order to protect user privacy on mobile devices, an event-driven implicit authentication scheme is proposed in this paper. Several methods of utilizing the scheme for recognizing legitimate user behavior are investigated. The…

网络与互联网体系结构 · 计算机科学 2016-07-28 Feng Yao , Suleiman Y. Yerima , BooJoong Kang , Sakir Sezer

There is growing concern about how personal data are used when users grant applications direct access to the sensors of their mobile devices. In fact, high resolution temporal data generated by motion sensors reflect directly the activities…

机器学习 · 计算机科学 2018-06-21 Mohammad Malekzadeh , Richard G. Clegg , Andrea Cavallaro , Hamed Haddadi

Mobile applications are widely used for online services sharing a large amount of personal data online. One-time authentication techniques such as passwords and physiological biometrics (e.g., fingerprint, face, and iris) have their own…

In recent years the amount of secure information being stored on mobile devices has grown exponentially. However, current security schemas for mobile devices such as physiological biometrics and passwords are not secure enough to protect…

密码学与安全 · 计算机科学 2022-01-24 Rushit Dave , Naeem Seliya , Laura Pryor , Mounika Vanamala , Evelyn Sowells , Jacob mallet

With the increased popularity of smartphones, various security threats and privacy leakages targeting them are discovered and investigated. In this work, we present \ourprotocoltight, a framework to authenticate users silently and…

密码学与安全 · 计算机科学 2013-09-03 Cheng Bo , Lan Zhang , Xiang-Yang Li

Authentication of smartphone users is important because a lot of sensitive data is stored in the smartphone and the smartphone is also used to access various cloud data and services. However, smartphones are easily stolen or co-opted by an…

密码学与安全 · 计算机科学 2017-09-01 Wei-Han Lee , Ruby B. Lee

Recent studies have shown how motion-based biometrics can be used as a form of user authentication and identification without requiring any human cooperation. This category of behavioural biometrics deals with the features we learn in our…

机器学习 · 计算机科学 2021-10-08 Akriti Verma , Valeh Moghaddam , Adnan Anwar

As nowadays most web application requests originate from mobile devices, authentication of mobile users is essential in terms of security considerations. To this end, recent approaches rely on machine learning techniques to analyze various…

密码学与安全 · 计算机科学 2024-10-28 David Monschein , Oliver P. Waldhorst

Mobile applications increasingly rely on sensor data to infer user context and deliver personalized experiences. Yet the mechanisms behind this personalization remain opaque to users and researchers alike. This paper presents a sandbox…

人机交互 · 计算机科学 2025-11-04 Ibrahim Khalilov , Chaoran Chen , Ziang Xiao , Tianshi Li , Toby Jia-Jun Li , Yaxing Yao

In this paper, we investigate data-driven attack detection and identification in a model-free setting. We consider a practically motivated scenario in which the available dataset may be compromised by malicious sensor attacks, but contains…

系统与控制 · 电气工程与系统科学 2026-02-09 Takumi Shinohara , Karl H. Johansson , Henrik Sandberg

For the time being, mobile devices employ implicit authentication mechanisms, namely, unlock patterns, PINs or biometric-based systems such as fingerprint or face recognition. While these systems are prone to well-known attacks, the…

机器学习 · 计算机科学 2020-11-09 Cezara Benegui , Radu Tudor Ionescu

This study provides evidence that personality can be reliably predicted from activity data collected through mobile phone sensors. Employing a set of well informed indicators calculable from accelerometer records and movement patterns, we…

信号处理 · 电气工程与系统科学 2024-01-23 Wun Yung Shaney Sze , Maryglen Pearl Herrero , Roger Garriga

Smartphones with the platforms of applications are gaining extensive attention and popularity. The enormous use of different applications has paved the way to numerous security threats. The threats are in the form of attacks such as…

密码学与安全 · 计算机科学 2022-07-15 Misbah Shafi , Rakesh Kumar Jha , Sanjeev Jain

Recent research has shown the possibility of using smartphones' sensors and accessories to extract some behavioral attributes such as touch dynamics, keystroke dynamics and gait recognition. These attributes are known as behavioral…

密码学与安全 · 计算机科学 2018-01-30 Ahmed Mahfouz , Tarek M. Mahmoud , Ahmed Sharaf Eldin

Mobile authentication using behavioral biometrics has been an active area of research. Existing research relies on building machine learning classifiers to recognize an individual's unique patterns. However, these classifiers are not…

机器学习 · 计算机科学 2020-08-18 Cong Wang , Yanru Xiao , Xing Gao , Li Li , Jun Wang

The amount of secure data being stored on mobile devices has grown immensely in recent years. However, the security measures protecting this data have stayed static, with few improvements being done to the vulnerabilities of current…

密码学与安全 · 计算机科学 2022-05-18 Laura Pryor , Jacob Mallet , Rushit Dave , Naeem Seliya , Mounika Vanamala , Evelyn Sowells Boone
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