• DocumentCode
    1191868
  • Title

    Correlation structure of the discrete wavelet coefficients of fractional Brownian motion

  • Author

    Tewfik, Ahmed H. ; Kim, M.

  • Author_Institution
    Dept. of Electr. Eng., Minnesota Univ., Minneapolis, MN, USA
  • Volume
    38
  • Issue
    2
  • fYear
    1992
  • fDate
    3/1/1992 12:00:00 AM
  • Firstpage
    904
  • Lastpage
    909
  • Abstract
    It is shown that the discrete wavelet coefficients of fractional Brownian motion at different scales are correlated and that their auto- and cross-correlation functions decay hyperbolically fast at a rate much faster than that of the autocorrelation of the fractional Brownian motion itself. The rate of decay of the correlation function in the wavelet domain is primarily determined by the number of vanishing moments of the analyzing wavelet.<>
  • Keywords
    Brownian motion; correlation theory; stochastic processes; transforms; autocorrelation; cross-correlation functions; decay rate; discrete wavelet coefficients; fractional Brownian motion; Brownian motion; Filters; Image coding; Probability; Signal processing; Signal resolution; Speech processing; Wavelet analysis; Wavelet coefficients; Wavelet domain;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/18.119750
  • Filename
    119750