• DocumentCode
    455150
  • Title

    Optimal Interpolation of Fractional Brownian Motion Given Its Noisy Samples

  • Author

    Blu, Thierry ; Unser, Michael

  • Author_Institution
    Bio medical Imaging Group, Swiss Fed. Inst. of Technol. Lausanne
  • Volume
    3
  • fYear
    2006
  • fDate
    14-19 May 2006
  • Abstract
    We consider the problem of estimating a fractional Brownian motion known only from its noisy samples at the integers. We show that the optimal estimator can be expressed using a digital Wiener-like filter followed by a simple time-variant correction accounting for nonstationarity. Moreover, we prove that this estimate lives in a symmetric fractional spline space and give a practical implementation for optimal upsampling of noisy fBm samples by integer factors
  • Keywords
    Brownian motion; Wiener filters; digital filters; interpolation; signal sampling; splines (mathematics); digital Wiener-like filter; fractional Brownian motion; noisy samples; optimal interpolation; symmetric fractional spline space; time-variant correction; 1f noise; Autocorrelation; Biomedical imaging; Brownian motion; Digital filters; Gaussian processes; Interpolation; Motion estimation; Spline; Stochastic processes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
  • Conference_Location
    Toulouse
  • ISSN
    1520-6149
  • Print_ISBN
    1-4244-0469-X
  • Type

    conf

  • DOI
    10.1109/ICASSP.2006.1660790
  • Filename
    1660790