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Synthetic forgery attack against continuous keystroke authentication systems

  • SUNY Buffalo

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

4 Scopus citations

Abstract

Keystroke dynamics is an effective behavioral biometric for user authentication at a computer terminal. While many promising approaches have been proposed to enhance the recognition performance and several applications have been deployed to improve the system security level, the robustness under forgery attacks has not been well studied. In this paper, we propose a new approach to launch synthetic forgery attacks against the existing keystroke authentication systems. We analyze users' typing traits and select certain type of users who are good at imitating others from a large keystroke dataset and use their data to forge a master key. The attacks are launched under both zero effort as well as nonzero effort scenarios. Our initial results indicate that in the wake of the proposed synthetic impostor attack, the recognition rate can be weakened, thus exposing a significant vulnerability of current keystroke authentication systems.

Original languageEnglish
Title of host publicationICCCN 2018 - 27th International Conference on Computer Communications and Networks
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781538651568
DOIs
StatePublished - Oct 9 2018
Event27th International Conference on Computer Communications and Networks, ICCCN 2018 - Hangzhou City, Zhejiang Province, China
Duration: Jul 30 2018Aug 2 2018

Publication series

NameProceedings - International Conference on Computer Communications and Networks, ICCCN
Volume2018-July
ISSN (Print)1095-2055

Conference

Conference27th International Conference on Computer Communications and Networks, ICCCN 2018
Country/TerritoryChina
CityHangzhou City, Zhejiang Province
Period07/30/1808/2/18

Keywords

  • Biometrics
  • continuous authentication
  • forgery attacks
  • keystroke dynamics

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