• DocumentCode
    110899
  • Title

    The Source Identification Game: An Information-Theoretic Perspective

  • Author

    Barni, M. ; Tondi, B.

  • Author_Institution
    Dept. of Inf. Eng. & Math. Sci., Univ. of Siena, Siena, Italy
  • Volume
    8
  • Issue
    3
  • fYear
    2013
  • fDate
    Mar-13
  • Firstpage
    450
  • Lastpage
    463
  • Abstract
    We introduce a theoretical framework in which to cast the source identification problem. Thanks to the adoption of a game-theoretic approach, the proposed framework permits us to derive the ultimate achievable performance of the forensic analysis in the presence of an adversary aiming at deceiving it. The asymptotic Nash equilibrium of the source identification game is derived under an assumption on the resources on which the forensic analyst may rely. The payoff at the equilibrium is analyzed, deriving the conditions under which a successful forensic analysis is possible and the error exponent of the false-negative error probability in such a case. The difficulty of deriving a closed-form solution for general instances of the game is alleviated by the introduction of an efficient numerical procedure for the derivation of the optimum attacking strategy. The numerical analysis is applied to a case study to show the kind of information it can provide.
  • Keywords
    digital forensics; error statistics; game theory; resource allocation; asymptotic Nash equilibrium; closed-form solution; error exponent; false-negative error probability; forensic analysis; game-theoretic approach; information-theoretic perspective; numerical procedure; optimum attacking strategy; resource assumption; source identification game; Forensics; Game theory; Games; Multimedia communication; Numerical analysis; Probability density function; Watermarking; Multimedia forensics; adversarial signal processing; counter-forensics; game theory; hypothesis testing; source identification;
  • fLanguage
    English
  • Journal_Title
    Information Forensics and Security, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1556-6013
  • Type

    jour

  • DOI
    10.1109/TIFS.2012.2237397
  • Filename
    6400246