Robust biometric authentication from an information theoretic perspective

Andrea Grigorescu, Holger Boche, Rafael F. Schaefer

Research output: Contribution to journalArticlepeer-review

6 Scopus citations

Abstract

Robust biometric authentication is studied from an information theoretic perspective. Compound sources are used to account for uncertainty in the knowledge of the source statistics and are further used to model certain attack classes. It is shown that authentication is robust against source uncertainty and a special class of attacks under the strong secrecy condition. A single-letter characterization of the privacy secrecy capacity region is derived for the generated and chosen secret key model. Furthermore, the question is studied whether small variations of the compound source lead to large losses of the privacy secrecy capacity region. It is shown that biometric authentication is robust in the sense that its privacy secrecy capacity region depends continuously on the compound source.

Original languageEnglish
Article number480
JournalEntropy
Volume19
Issue number9
DOIs
StatePublished - 1 Sep 2017

Keywords

  • Biometric authentication
  • Compound source
  • Privacy leakage
  • Robustness
  • Strong secrecy

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