• 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