• DocumentCode
    895437
  • Title

    The foundations of set theoretic estimation

  • Author

    Combettes, Patrick L.

  • Author_Institution
    Dept. of Electr. Eng., City Univ. of New York, NY, USA
  • Volume
    81
  • Issue
    2
  • fYear
    1993
  • Firstpage
    182
  • Lastpage
    208
  • Abstract
    Explains set theoretic estimation, which is governed by the notion of feasibility and produces solutions whose sole property is to be consistent with all information arising from the observed data and a priori knowledge. Each piece of information is associated with a set in the solution space, and the intersection of these sets, the feasibility set, represents the acceptable solutions. The practical use of the set theoretic framework stems from the existence of efficient techniques for finding these solutions. Many scattered problems in systems science and signal processing have been approached in set theoretic terms over the past three decades. The author synthesizes a single, general framework from these various approaches, examines its fundamental philosophy, goals, and analytical techniques, and relates it to conventional methods.<>
  • Keywords
    estimation theory; set theory; analytical techniques; feasibility; set theoretic estimation; signal processing; solution space; systems science; Constraint optimization; Cost function; Entropy; Estimation theory; Humans; Image restoration; Scattering; Signal processing; Signal synthesis; Wiener filter;
  • fLanguage
    English
  • Journal_Title
    Proceedings of the IEEE
  • Publisher
    ieee
  • ISSN
    0018-9219
  • Type

    jour

  • DOI
    10.1109/5.214546
  • Filename
    214546