• DocumentCode
    3524440
  • Title

    Statistical tests for group comparison of manifold-valued data

  • Author

    Collard, Anne ; Phillips, Chris ; Sepulchre, R.

  • Author_Institution
    Dept. of Electr. Eng. & Comput. Sci., Univ. of Liege, Liege, Belgium
  • fYear
    2013
  • fDate
    10-13 Dec. 2013
  • Firstpage
    1144
  • Lastpage
    1149
  • Abstract
    Motivated by population studies of Diffusion Tensor Imaging, the paper investigates the use of mean-based and dispersion-based permutation tests to define and compute the significance of a statistical test for data taking values on nonlinear manifolds. The paper proposes statistical tests that are computationally tractable and geometrically sound for Diffusion Tensor Imaging.
  • Keywords
    biomedical MRI; medical image processing; statistical testing; diffusion tensor imaging; dispersion-based permutation test; group comparison; manifold-valued data; mean-based permutation test; nonlinear manifolds; statistical tests; Anisotropic magnetoresistance; Eigenvalues and eigenfunctions; Manifolds; Sociology; Statistical analysis; Tensile stress;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on
  • Conference_Location
    Firenze
  • ISSN
    0743-1546
  • Print_ISBN
    978-1-4673-5714-2
  • Type

    conf

  • DOI
    10.1109/CDC.2013.6760036
  • Filename
    6760036