• DocumentCode
    3247745
  • Title

    Optimal denoising of simultaneously sparse and low rank matrices in high dimensions

  • Author

    Buja, Andreas ; Zongming Ma ; Dan Yang

  • Author_Institution
    Dept. of Stat., Univ. of Pennsylvania, Philadelphia, PA, USA
  • fYear
    2013
  • fDate
    2-4 Oct. 2013
  • Firstpage
    445
  • Lastpage
    447
  • Abstract
    We study minimax rates for denoising simultaneously sparse and low rank matrices in high dimensions. An algorithm is shown to achieve (near) optimal rates of convergence adaptively under mild conditions.
  • Keywords
    sparse matrices; low rank matrices; optimal denoising; sparse matrices;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communication, Control, and Computing (Allerton), 2013 51st Annual Allerton Conference on
  • Conference_Location
    Monticello, IL
  • Print_ISBN
    978-1-4799-3409-6
  • Type

    conf

  • DOI
    10.1109/Allerton.2013.6736558
  • Filename
    6736558
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=3247745