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
Link To Document :
بازگشت