Optimizing Decision Tree Attack on CAS Scheme

In this paper we show a successful side-channel timing attack on a well-known high-complexity cognitive authentication (CAS) scheme. We exploit the weakness of CAS scheme that comes from the asymmetry of the virtual interface and graphical layout which results in nonuniform human behavior during t...

Full description

Saved in:
Bibliographic Details
Main Authors: PERKOVIC, T., BUGARIC, M., CAGALJ, M.
Format: Article
Language:English
Published: Stefan cel Mare University of Suceava 2016-05-01
Series:Advances in Electrical and Computer Engineering
Subjects:
Online Access:http://dx.doi.org/10.4316/AECE.2016.02010
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:In this paper we show a successful side-channel timing attack on a well-known high-complexity cognitive authentication (CAS) scheme. We exploit the weakness of CAS scheme that comes from the asymmetry of the virtual interface and graphical layout which results in nonuniform human behavior during the login procedure, leading to detectable variations in user's response times. We optimized a well-known probabilistic decision tree attack on CAS scheme by introducing this timing information into the attack. We show that the developed classifier could be used to significantly reduce the number of login sessions required to break the CAS scheme.
ISSN:1582-7445
1844-7600