• DocumentCode
    730407
  • Title

    Distributions of projections of uniformly distributed K-frames

  • Author

    Howard, Stephen D. ; Sirianunpiboon, Songsri ; Cochran, Douglas

  • Author_Institution
    Defence Sci. & Technol. Organ., Edinburgh, SA, Australia
  • fYear
    2015
  • fDate
    19-24 April 2015
  • Firstpage
    2574
  • Lastpage
    2578
  • Abstract
    A geometrical perspective is introduced that enables unification and generalization of several results regarding the distributions of quantities that arise in connection with an important class of multiple-channel detectors. Standard models on sets of normalized vectors following from joint Gaussian assumptions in this context are relaxed to the geometrically appealing model of uniform distributions on the Stiefel manifold of K-frames in N-dimensional space. In addition to bolstering geometric insight, several prior results are subsumed and strengthened by results obtained under this formulation. Additionally, a generalization of a classical theorem of W. G. Cochran is enabled by this framework.
  • Keywords
    Gaussian distribution; channel estimation; signal detection; Stiefel manifold; joint Gaussian assumptions; multiple-channel detectors; uniformly distributed K-frames; Acoustics; Artificial intelligence; Estimation; Matrix decomposition; Speech; Cochran´s theorem; Coherence; Multiple-channel detection; Stiefel manifold;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
  • Conference_Location
    South Brisbane, QLD
  • Type

    conf

  • DOI
    10.1109/ICASSP.2015.7178436
  • Filename
    7178436