DocumentCode
2105776
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
fYear
2010
fDate
17-19 Dec. 2010
Firstpage
494
Lastpage
498
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Theory and Information Security (ICITIS), 2010 IEEE International Conference on
Conference_Location
Beijing
Print_ISBN
978-1-4244-6942-0
Type
conf
DOI
10.1109/ICITIS.2010.5689552
Filename
5689552
Link To Document