User Authentication on Remote Connections with Siamese Networks Using Keyboard Usage Behavior and Corresponding Noise Performances

Mehmet Fide, Emin Anarim

2025

Abstract

The investigation into user authentication via analysis of keyboard usage behaviors has garnered considerable attention in the literature, resulting in numerous published works on the subject. Continually, novel metric-based or artificial intelligence-based authenticators are introduced, with their respective advantages being documented. However, none of these studies have evaluated the performance of these authenticators when the system is accessed from a remote computer or through a cloud-based environment. This study aims to address this gap by observing users’ keyboard usage behaviors through a remote terminal over a network. Utilizing the Carnegie Mellon University (CMU) dataset, features were transmitted over a local network using various protocols to assess the impact of delay variations on the performance of three newly proposed classifiers in addition to the 17 existing classifiers in the literature. Furthermore, to bolster the practical findings, a mathematical model incorporating network delays as input was proposed, and the performances of the studied classifiers were compared at different signal-to-noise ratios.

Paper Citation

in Harvard Style

Fide M. and Anarim E. (2025). User Authentication on Remote Connections with Siamese Networks Using Keyboard Usage Behavior and Corresponding Noise Performances. In Proceedings of the 11th International Conference on Information Systems Security and Privacy - Volume 2: ICISSP; ISBN 978-989-758-735-1, SciTePress, pages 585-594. DOI: 10.5220/0013252500003899

in Bibtex Style

@conference{icissp25,
author={Mehmet Fide and Emin Anarim},
title={User Authentication on Remote Connections with Siamese Networks Using Keyboard Usage Behavior and Corresponding Noise Performances},
booktitle={Proceedings of the 11th International Conference on Information Systems Security and Privacy - Volume 2: ICISSP},
year={2025},
pages={585-594},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013252500003899},
isbn={978-989-758-735-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 11th International Conference on Information Systems Security and Privacy - Volume 2: ICISSP
TI - User Authentication on Remote Connections with Siamese Networks Using Keyboard Usage Behavior and Corresponding Noise Performances
SN - 978-989-758-735-1
AU - Fide M.
AU - Anarim E.
PY - 2025
SP - 585
EP - 594
DO - 10.5220/0013252500003899
PB - SciTePress