• DocumentCode
    745798
  • Title

    Optimized orthogonal matching pursuit approach

  • Author

    Rebollo-Neira, Laura ; Lowe, David

  • Author_Institution
    Aston Univ., Birmingham, UK
  • Volume
    9
  • Issue
    4
  • fYear
    2002
  • fDate
    4/1/2002 12:00:00 AM
  • Firstpage
    137
  • Lastpage
    140
  • Abstract
    An adaptive procedure for signal representation is proposed. The representation is built up through functions (atoms) selected from a redundant family (dictionary). At each iteration, the algorithm gives rise to an approximation of a given signal, which is guaranteed (1) to be the orthogonal projection of a signal onto the subspace generated by the selected atoms and (2) to minimize the norm of the corresponding residual error. The approach is termed optimized orthogonal matching pursuit because it improves upon the earlier proposed matching pursuit and orthogonal matching pursuit approaches.
  • Keywords
    adaptive signal processing; iterative methods; optimisation; signal representation; adaptive signal representation; algorithm; atoms; dictionary; functions; iterative method; optimized orthogonal matching pursuit; orthogonal projection; redundant family; residual error; signal approximation; Approximation algorithms; Atomic measurements; Dictionaries; Least squares approximation; Least squares methods; Matching pursuit algorithms; Merging; Neural networks; Signal generators; Signal representations;
  • fLanguage
    English
  • Journal_Title
    Signal Processing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1070-9908
  • Type

    jour

  • DOI
    10.1109/LSP.2002.1001652
  • Filename
    1001652