• DocumentCode
    2636376
  • Title

    Multiscale analysis of fMRI data with mixture of Gaussian densities

  • Author

    Meyer, François G. ; Shen, Xilin

  • Author_Institution
    Dept. of Electr. Eng., Colorado Univ., Boulder, CO, USA
  • fYear
    2004
  • fDate
    15-18 April 2004
  • Firstpage
    1175
  • Abstract
    We describe in this work an exploratory analysis of fMRI data. We regard the fMRI dataset as a set of spatiotemporal signals Sx indexed by their position x. The analysis is performed on the wavelet packet coefficients of the fMRI signals Sx, and we show that we can characterize the coefficients in terms of a mixture model of multivariate Gaussian distributions.
  • Keywords
    Gaussian distribution; biomedical MRI; wavelet transforms; fMRI signals; multiscale analysis; multivariate Gaussian distribution; spatiotemporal signal; wavelet packet coefficient; Data analysis; Gaussian distribution; Libraries; Magnetic analysis; Performance analysis; Signal analysis; Spatiotemporal phenomena; Time frequency analysis; Wavelet analysis; Wavelet packets;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging: Nano to Macro, 2004. IEEE International Symposium on
  • Print_ISBN
    0-7803-8388-5
  • Type

    conf

  • DOI
    10.1109/ISBI.2004.1398753
  • Filename
    1398753