• DocumentCode
    387810
  • Title

    Simultaneous confidence bands for a class of 2-D spectral estimates

  • Author

    Sharma, Govind ; Chellappa, Rama

  • Author_Institution
    University of Southern California, Los Angeles
  • Volume
    10
  • fYear
    1985
  • fDate
    31138
  • Firstpage
    804
  • Lastpage
    807
  • Abstract
    The problem of deriving simultaneous confidence bands for a class of 2-D spectral estimates is considered. Specifically, we consider the class of spectral estimates obtained by fitting 2-D noncausal autoregressive and Gaussian Markov random field models to the given lattice data. In such parametric methods the spectrum is a function of estimates of model parameters. Using the asymptotic normality of the parameter estimates and Scheffe´s projection theorem, simultaneous confidence bands for the estimated spectrum are derived. Supporting computer simulation results are also provided.
  • Keywords
    Computer simulation; Density functional theory; Image processing; Lattices; Markov random fields; Maximum likelihood estimation; Parameter estimation; Signal processing; Spectral analysis; State estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, IEEE International Conference on ICASSP '85.
  • Type

    conf

  • DOI
    10.1109/ICASSP.1985.1168301
  • Filename
    1168301