• DocumentCode
    741338
  • Title

    Proximal Mappings Involving Almost Structured Matrices

  • Author

    Bayram, Ilker

  • Author_Institution
    Elektronik ve Haberleşme Mühendisliği Bölümü, İstanbul Technical Üniversity, Maslak/İstanbul, Turkey
  • Volume
    22
  • Issue
    12
  • fYear
    2015
  • Firstpage
    2264
  • Lastpage
    2268
  • Abstract
    We consider a minimization problem where the cost function consists of the sum of a quadratic data fidelity term and a penalty term. The quadratic involves a matrix H that can be embedded into a larger matrix math\\tilde{H} where multiplication with the inverse of I + \\alpha {math\\tilde{H}^T} math\\tilde{H} can be efficiently performed. We discuss how to take advantage of this property when the Douglas-Rachford algorithm is utilized.
  • Keywords
    Approximation algorithms; Context; Convergence; Dictionaries; Minimization; Signal processing algorithms; Sparse matrices; Circulant matrix; Douglas-Rachford algorithm; deconvolution; proximity operator; structured matrix;
  • fLanguage
    English
  • Journal_Title
    Signal Processing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1070-9908
  • Type

    jour

  • DOI
    10.1109/LSP.2015.2476381
  • Filename
    7239561