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Our research aims at classifying individuals based on their unique interactions on touchscreen-based smartphones. In this research, we use Touch-Analytics datasets, which include 41 subjects and 30 different behavioral features.…

机器学习 · 计算机科学 2023-11-27 Melodee Montgomery , Prosenjit Chatterjee , John Jenkins , Kaushik Roy

The authentication field is evolving towards mechanisms able to keep users continuously authenticated without the necessity of remembering or possessing authentication credentials. While existing continuous authentication systems have…

We study the feasibility of touch gesture behavioural biometrics for implicit authentication of users on a smartglass (Google Glass) by proposing a continuous authentication system using two classifiers: SVM with RBF kernel, and a new…

密码学与安全 · 计算机科学 2016-05-10 Jagmohan Chauhan , Hassan Jameel Asghar , Mohamed Ali Kaafar , Anirban Mahanti

We introduce Hand Movement, Orientation, and Grasp (HMOG), a set of behavioral features to continuously authenticate smartphone users. HMOG features unobtrusively capture subtle micro-movement and orientation dynamics resulting from how a…

密码学与安全 · 计算机科学 2016-01-26 Zdenka Sitova , Jaroslav Sedenka , Qing Yang , Ge Peng , Gang Zhou , Paolo Gasti , Kiran Balagani

There are around a hundred installed apps on an average smartphone. The high number of apps and the limited number of app icons that can be displayed on the device's screen requires a new paradigm to address their visibility to the user. In…

机器学习 · 计算机科学 2016-01-26 Joseph Keshet , Adam Kariv , Arnon Dagan , Dvir Volk , Joey Simhon

Smartphones have become an important tool for people's daily lives, which brings higher security requirements in high-risk application areas, for example, mobile payment. Although the combination of physical password, fingerprint and facial…

人机交互 · 计算机科学 2020-03-10 Chunmin Mi , Runjie Xu , Ching-Torng Lin , Run Yu Meng

As mobile computing becomes central to digital interaction, researchers have turned their attention to adaptive authentication for its real-time, context- and behavior-aware verification capabilities. However, many implementations remain…

密码学与安全 · 计算机科学 2025-07-30 Vyoma Harshitha Podapati , Divyansh Nigam , Sanchari Das

Prevailing user authentication schemes on smartphones rely on explicit user interaction, where a user types in a passcode or presents a biometric cue such as face, fingerprint, or iris. In addition to being cumbersome and obtrusive to the…

计算机视觉与模式识别 · 计算机科学 2019-01-17 Debayan Deb , Arun Ross , Anil K. Jain , Kwaku Prakah-Asante , K. Venkatesh Prasad

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

In this paper, we propose four continuous authentication designs by using the characteristics of arm movements while individuals walk. The first design uses acceleration of arms captured by a smartwatch's accelerometer sensor, the second…

计算机视觉与模式识别 · 计算机科学 2016-03-08 Rajesh Kumar , Vir V Phoha , Rahul Raina

User authentication is essential to ensure secure access to computer systems, yet traditional methods face limitations in usability, cost, and security. Mouse dynamics authentication, based on the analysis of users' natural interaction…

密码学与安全 · 计算机科学 2025-05-13 Yi Wang , Chengyv Wu , Yang Liao , Maowei You

As virtual reality (VR) devices become increasingly integrated into everyday settings, a growing number of users without prior experience will engage with VR systems. Automatically detecting a user's familiarity with VR as an interaction…

人机交互 · 计算机科学 2025-11-12 Numan Zafar , Priyo Ranjan Kundu Prosun , Shafique Ahmad Chaudhry

Biometrics technologies are gaining popularity today since they provide more reliable and efficient means of authentication and verification. Keystroke Dynamics is one of the famous biometric technologies, which will try to identify the…

密码学与安全 · 计算机科学 2009-10-06 D. Shanmugapriya , G. Padmavathi

We present a large-scale study exploring the capability of temporal deep neural networks to interpret natural human kinematics and introduce the first method for active biometric authentication with mobile inertial sensors. At Google, we…

Modeling tap or click sequences of users on a mobile device can improve our understandings of interaction behavior and offers opportunities for UI optimization by recommending next element the user might want to click on. We analyzed a…

机器学习 · 计算机科学 2021-08-12 Xin Zhou , Yang Li

Smartphones and tablets have become ubiquitous in our daily lives. Smartphones, in particular, have become more than personal assistants. These devices have provided new avenues for consumers to play, work, and socialize whenever and…

密码学与安全 · 计算机科学 2019-11-12 Abdulaziz Alzubaidi , Jugal Kalita

The Android ecosystem faces a notable challenge known as fragmentation, which denotes the extensive diversity within the system. This issue is mainly related to differences in system versions, device hardware specifications, and…

软件工程 · 计算机科学 2024-06-17 Zikan Dong , Yanjie Zhao , Tianming Liu , Chao Wang , Guosheng Xu , Guoai Xu , Haoyu Wang

The field of behavioural biometrics stands as an appealing alternative to more traditional biometric systems due to the ease of use from a user perspective and potential robustness to presentation attacks. This paper focuses its attention…

密码学与安全 · 计算机科学 2021-01-20 Parker Lamb , Alexander Millar , Ramon Fuentes

Large-scale collection of human behavioral data by companies raises serious privacy concerns. We show that behavior captured in the form of application usage data collected from smartphones is highly unique even in very large datasets…

计算机与社会 · 计算机科学 2021-02-24 Vedran Sekara , Enys Mones , Håkan Jonsson

In this paper, automated user verification techniques for smartphones are investigated. A unique non-commercial dataset, the University of Maryland Active Authentication Dataset 02 (UMDAA-02) for multi-modal user authentication research is…

计算机视觉与模式识别 · 计算机科学 2017-04-10 Upal Mahbub , Sayantan Sarkar , Vishal M. Patel , Rama Chellappa