Behavioral biometrics scheme with keystroke and swipe dynamics for user authentication on mobile platform

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

26 Citations (Scopus)

Abstract

Due to the explosive growth of mobile devices worldwide, authentication is receiving increasing attention. Conventionally, explicit authentication methods such as password is employed. However, the system would be breached if the password is stolen. Therefore, there is a continual search for ways to strengthen authentication for mobile platforms. Behavioral biometric information such as keystroke and swipe dynamics can be used for enhancing security. This paper presents an authentication scheme which employs a combination of password, keystroke dynamics, and swipe dynamics for touchscreen mobile devices. Features extracted from swiping pattern and typing pattern were evaluated. Accuracy of the system was enhanced by using combined behavioral biometrics features, as compared with using only a single set of features. The identification accuracies increased significantly from the range of 63.03% - 88.30% to 86.59% -94.05%; while the F1 scores increased from the range of 60.42% - 85.96% to 85.43% - 93.15%.

Original languageEnglish
Title of host publicationISCAIE 2019 - 2019 IEEE Symposium on Computer Applications and Industrial Electronics
Pages125-130
Number of pages6
ISBN (Electronic)9781538685464
DOIs
Publication statusPublished - Apr 2019
Event9th IEEE Symposium on Computer Applications and Industrial Electronics, ISCAIE 2019 - Kota Kinabalu, Malaysia
Duration: 27 Apr 201928 Apr 2019

Publication series

NameISCAIE 2019 - 2019 IEEE Symposium on Computer Applications and Industrial Electronics

Conference

Conference9th IEEE Symposium on Computer Applications and Industrial Electronics, ISCAIE 2019
Country/TerritoryMalaysia
CityKota Kinabalu
Period27/04/1928/04/19

Keywords

  • Authentication
  • Behavioral biometrics
  • Keystroke dynamics
  • Mobile device
  • Security
  • Swipe dynamics

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