• DocumentCode
    3663376
  • Title

    Deterministic conditions for subspace identifiability from incomplete sampling

  • Author

    Daniel L. Pimentel-Alarcón;Nigel Boston;Robert D. Nowak

  • Author_Institution
    University of Wisconsin-Madison, USA
  • fYear
    2015
  • fDate
    6/1/2015 12:00:00 AM
  • Firstpage
    2191
  • Lastpage
    2195
  • Abstract
    Consider an r-dimensional subspace of ℝd, r <; d, and suppose that we are only given projections of this subspace onto small subsets of the canonical coordinates. The paper establishes necessary and sufficient deterministic conditions on the subsets for subspace identifiability. The results also shed new light on low-rank matrix completion.
  • Keywords
    "Minimization","Standards","Graph theory","Conferences","Estimation","Polynomials","Acoustics"
  • Publisher
    ieee
  • Conference_Titel
    Information Theory (ISIT), 2015 IEEE International Symposium on
  • Electronic_ISBN
    2157-8117
  • Type

    conf

  • DOI
    10.1109/ISIT.2015.7282844
  • Filename
    7282844