• DocumentCode
    3284918
  • Title

    A Framework for Optimizing Nonlinear Collusion Attacks on Fingerprinting Systems

  • Author

    Kiyavash, Negar ; Moulin, Pierre

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Illinois Univ. at Urbana-Champaign, Urbana, IL
  • fYear
    2006
  • fDate
    22-24 March 2006
  • Firstpage
    1170
  • Lastpage
    1175
  • Abstract
    This paper develops a mathematical analysis of the performance of order statistic collusion attacks on Gaussian fingerprinting systems. The attacks considered include the popular memoryless averaging and median attacks as special cases. In this model, the colluders create a noise-free forgery by applying an order statistic mapping to each sample of their individual copies, and next they add a Gaussian noise sequence to form the final forgery. The choice of the mapping may be time-dependent and/or random. The performance of a strategy is evaluated in terms of the resulting probability of error of a correlation focused detector, and in terms of the mean-squared distortion between host and forgery. We prove the surprising fact that all the nonlinear attacks considered result in the same detection performance. Moreover, the linear averaging attack outperforms the other ones in the sense of minimizing mean-squared distortion.
  • Keywords
    Gaussian processes; error statistics; fingerprint identification; optimisation; security of data; statistical analysis; telecommunication security; Gaussian fingerprinting system; Gaussian noise sequence; correlation focused detector; error probability; linear averaging attack; mathematical analysis; mean-squared distortion; noise-free forgery; nonlinear collusion attack; optimization; statistic collusion attack; statistic mapping; Detectors; Fingerprint recognition; Forgery; Gaussian noise; Mathematical analysis; Nonlinear distortion; Nonlinear filters; Statistical analysis; Statistics; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Sciences and Systems, 2006 40th Annual Conference on
  • Conference_Location
    Princeton, NJ
  • Print_ISBN
    1-4244-0349-9
  • Electronic_ISBN
    1-4244-0350-2
  • Type

    conf

  • DOI
    10.1109/CISS.2006.286642
  • Filename
    4067983