DocumentCode :
1251920
Title :
Uncertain variables and their application to decision making problems
Author :
Bubnicki, Zdzislaw
Author_Institution :
Inst. of Control & Syst. Eng., Tech. Univ. Wroclaw, Poland
Volume :
31
Issue :
6
fYear :
2001
fDate :
11/1/2001 12:00:00 AM
Firstpage :
587
Lastpage :
596
Abstract :
Describes a concept and basic theory of uncertain variables, an effective tool for dealing with the analysis and decision making in systems with unknown parameters in their mathematical models. To define the uncertain variable it is necessary to introduce an uncertain logic which deals with soft predicates introduced in the paper. Four versions of the uncertain logic and then two versions of the uncertain variables are presented and analyzed. The uncertain variables are defined by certainty distributions given by an expert and are related to random variables and fuzzy numbers. The comparison with probabilistic and fuzzy approaches is discussed. In the second part of the paper we show how the uncertain variables may be applied to the formulation and solving of the decision making problems for the static system described by a function (functional system) and described by a relation (relation system)
Keywords :
decision theory; fuzzy set theory; multivalued logic; probability; uncertain systems; uncertainty handling; certainty distributions; decision making problems; expert; fuzzy discussed; fuzzy numbers; fuzzy sets; multivalued logic; probabilistic approaches; random variables; soft predicates; static system; uncertain logic; uncertain variables; unknown parameters; Decision making; Fuzzy set theory; Fuzzy sets; Mathematical model; Multivalued logic; Possibility theory; Probability distribution; Random variables; Uncertain systems; Uncertainty;
fLanguage :
English
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher :
ieee
ISSN :
1083-4427
Type :
jour
DOI :
10.1109/3468.983415
Filename :
983415
Link To Document :
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