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
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