Title :
Statistical modeling of DCT coefficients for audio
Author :
Cuiping Wang ; Guo, Li ; Wei, Yifang ; Wang, Cuiping
Author_Institution :
Dept. of Electron. Sci. & Technol., Univ. of Sci. & Technol. of China, Hefei, China
Abstract :
Based on the sharp-peak and heavy-tail of statistical distribution of discrete cosine transform (DCT) coefficients for audio, generalized Gaussian distribution (GGD) and alpha-stable distribution are usually employed as modeling tools. In this paper, the Kullback-Leibler Divergence is applied to measure the difference between modeling result and the true distribution, and the experiment results show that compared with alpha-stable distribution, the generalized Gaussian distribution is closer to true distribution of DCT coefficients of audio, which proves that generalized Gaussian distribution could be utilized in the fields of audio retrieval and steganalysis.
Keywords :
Gaussian distribution; audio coding; cryptography; discrete cosine transforms; Kullback-Leibler divergence; alpha-stable distribution; audio retrieval; discrete cosine transform; generalized Gaussian distribution; statistical modeling; steganalysis; Automation; Converters; Data acquisition; Monitoring; Phase locked loops; Power systems; Synchronization; DCT; KL divergence; alpha-stable distribution; generalized Gaussian distribution; steganalysis;
Conference_Titel :
Information Theory and Information Security (ICITIS), 2010 IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-6942-0
DOI :
10.1109/ICITIS.2010.5689552