TypeNet: Deep learning keystroke biometrics

A Acien, A Morales, JV Monaco… - … and Identity Science, 2021 - ieeexplore.ieee.org
We study the performance of Long Short-Term Memory networks for keystroke biometric
authentication at large scale in free-text scenarios. For this we explore the performance of …

Pump up password security! Evaluating and enhancing risk-based authentication on a real-world large-scale online service

S Wiefling, PR Jørgensen, S Thunem… - ACM Transactions on …, 2022 - dl.acm.org
Risk-based authentication (RBA) aims to protect users against attacks involving stolen
passwords. RBA monitors features during login, and requests re-authentication when …

[HTML][HTML] SetMargin loss applied to deep keystroke biometrics with circle packing interpretation

A Morales, J Fierrez, A Acien, R Tolosana, I Serna - Pattern Recognition, 2022 - Elsevier
This work presents a new deep learning approach for keystroke biometrics based on a novel
Distance Metric Learning method (DML). DML maps input data into a learned representation …

BeCAPTCHA-Mouse: Synthetic mouse trajectories and improved bot detection

A Acien, A Morales, J Fierrez, R Vera-Rodriguez - Pattern Recognition, 2022 - Elsevier
We first study the suitability of behavioral biometrics to distinguish between computers and
humans, commonly named as bot detection. We then present BeCAPTCHA-Mouse, a bot …

Keystroke and swipe biometrics fusion to enhance smartphones authentication

J Al-Saraireh, MR AlJa'afreh - Computers & Security, 2023 - Elsevier
Several authentication techniques are required to preserve smartphone users' privacy. Part
of these authentication mechanisms are based on Keystroke Dynamics (KD) or Swipe …

Password policy characteristics and keystroke biometric authentication

S Parkinson, S Khan, A Crampton, Q Xu, W Xie… - IET …, 2021 - Wiley Online Library
Behavioural biometrics have the potential to provide an additional or alternative
authentication mechanism to those involving a shared secret (ie a password). Keystroke …

Integrating handcrafted features with deep representations for smartphone authentication

Y Song, Z Cai - Proceedings of the ACM on Interactive, Mobile …, 2022 - dl.acm.org
Recent research demonstrates the potential of touch dynamics as a usable and privacy-
preserving scheme for smartphone authentication. Most existing approaches rely on …

[HTML][HTML] Towards liveness detection in keystroke dynamics: Revealing synthetic forgeries

N González, EP Calot, JS Ierache… - Systems and Soft …, 2022 - Elsevier
While the accuracy of keystroke dynamics verification systems has traditionally been
evaluated using a zero-effort attack model, the current trend is to recognize that such an …

On the shape of timings distributions in free-text keystroke dynamics profiles

N González, EP Calot, JS Ierache, W Hasperué - Heliyon, 2021 - cell.com
Keystroke dynamics is a soft biometric trait. Although the shape of the timing distributions in
keystroke dynamics profiles is a central element for the accurate modeling of the behavioral …

[HTML][HTML] Detection of mental fatigue in the general population: Feasibility study of keystroke dynamics as a real-world biomarker

A Acien, A Morales, R Vera-Rodriguez… - JMIR biomedical …, 2022 - biomedeng.jmir.org
Background: Mental fatigue is a common and potentially debilitating state that can affect
individuals' health and quality of life. In some cases, its manifestation can precede or mask …