Title :
Combining Mouse and Keystroke Dynamics Biometrics for Risk-Based Authentication in Web Environments
Author :
Traore, Issa ; Woungang, Isaac ; Obaidat, Mohammad S. ; Nakkabi, Youssef ; Lai, Iris
Author_Institution :
Ryerson Univ., Toronto, ON, Canada
Abstract :
Existing risk-based authentication systems rely on basic web communication information such as the source IP address or the velocity of transactions performed by a specific account, or originating from a certain IP address. Such information can easily be spoofed, and as such, put in question the robustness and reliability of the proposed systems. In this paper, we propose a new online risk-based authentication system that provides more robust user identity information by combining mouse dynamics and keystroke dynamics biometrics in a multimodal framework. Experimental evaluation of our proposed model with 24 participants yields an Equal Error Rate of 8.21%, which is promising considering that we are dealing with free text and free mouse movements, and the fact that many web sessions tend to be very short.
Keywords :
Internet; authorisation; biometrics (access control); computer network security; human computer interaction; mouse controllers (computers); user interfaces; IP address; Web communication information; Web environments; Web sessions; equal error rate; keystroke dynamics biometrics; mouse dynamics; online risk-based authentication system; robust user identity information; transaction velocity; Authentication; Bayesian methods; Biometrics (access control); Feature extraction; Mice; Standards; Vectors; Bayesian network model; Risk-based authentication; biometric technology; keystroke dynamics; mouse dynamics; network security;
Conference_Titel :
Digital Home (ICDH), 2012 Fourth International Conference on
Conference_Location :
Guangzhou
Print_ISBN :
978-1-4673-1348-3
DOI :
10.1109/ICDH.2012.59