Abstract
The goal of this paper is to show how the statistical decision theory based on the parametric statistical model of the cover media can be useful in theory and practice of hidden information detection.
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References
Borovkov, A.A.: Mathematical Statistics. Gordon and Breach Sciences Publishers, Amsterdam (1998)
Cogranne, R., Zitzmann, C., Fillatre, L., Retraint, F., Nikiforov, I., Cornu, P.: A cover image model for reliable steganalysis. In: Filler, T., et al. (eds.) IH 2011. LNCS, vol. 6958, pp. 178–192. Springer, Heidelberg (2011)
Ferguson, T.: Mathematical Statistics: A Decision Theoretic Approach. Academic Press, London (1967)
Fillatre, L., Nikiforov, I.: A statistical detection of an anomaly from a few noisy tomographic projections. Journal of Applied Signal Processing, Special issue on Advances in Intelligent Vision Systems: Methods and Applications-Part II 14, 2215–2228 (2005)
Fillatre, L., Nikiforov, I.: Non-bayesian detection and detectability of anomalies from a few noisy tomographic projections. IEEE Trans. Signal Processing 55(2), 401–413 (2007)
Fillatre, L., Nikiforov, I., Retraint, F.: ε-optimal non-bayesian anomaly detection for parametric tomography. IEEE Transactions on Image Processing 17(11), 1985–1999 (2008)
Fridrich, J., Goljan, M.: On estimation of secret message length in LSB steganography in spatial domain. In: Proc. of SPIE, pp. 23–34. Addison-Wesley, Reading (2004)
Ker, A.D.: Locating steganographic payload via WS residuals. In: Proceedings of the 10th ACM Workshop on Multimedia and Security, Oxford, September 22-23, pp. 27–31 (2008)
Ker, A.D., Böhme, R.: Revisiting weighted stego-image steganalysis. In: Delp, E.J., Wong, P.W. (eds.) Proceedings SPIE, Electronic Imaging, Security, Forensics, Steganography, and Watermarking of Multimedia Contents X, San Jose, CA, January 27-31, vol. 6819, pp. 51 – 517 (2008)
Ker, A.D., Pevný, T., Kodovský, J., Fridrich, J.: The square root law of steganographic capacity. In: MM&Sec 2008: Proceedings of the 10th ACM Workshop on Multimedia and Security, pp. 107–116. ACM, New York (2008), http://doi.acm.org/10.1145/1411328.1411349
Le Cam, L.: Asymptotic Methods in Statistical Decision Theory. Series in Statistics. Springer, New York (1986)
Le Cam, L., Yang, G.L.: Asymptotics in Statistics. Springer, Heidelberg (1990)
Lehmann, E.: Testing Statistical Hypotheses, 2nd edn. Chapman & Hall, Boca Raton (1986)
Dabeer, O., Sullivan, K., Madhow, U., Chandrasekaran, S.: Detection of hiding in the least significant bit. IEEE Trans. Signal Processing 52(10), 3047–3058 (2004)
Roussas, G.G.: Contiguity of Probability Measures, Some Applications in Statistics. Cambridge University Press, Mass (1972)
Scharf, L., Friedlander, B.: Matched subspace detectors. IEEE Trans. Signal Processing 42(8), 2146–2157 (1994)
Shiryaev, A.N.: Probability, 2nd edn. Springer, New York (1996)
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Zitzmann, C., Cogranne, R., Retraint, F., Nikiforov, I., Fillatre, L., Cornu, P. (2011). Statistical Decision Methods in Hidden Information Detection. In: Filler, T., Pevný, T., Craver, S., Ker, A. (eds) Information Hiding. IH 2011. Lecture Notes in Computer Science, vol 6958. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-24178-9_12
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DOI: https://doi.org/10.1007/978-3-642-24178-9_12
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