DocumentCode
779301
Title
Comparison of experiments in statistical decision problems with fuzzy utilities
Author
Gil, María Angeles ; Jain, Pramod
Author_Institution
California Univ., Berkeley, CA, USA
Volume
22
Issue
4
fYear
1992
Firstpage
662
Lastpage
670
Abstract
The choice of an optimal action in a decision-making problem involving fuzzy utilities has been reduced in most previous studies to modeling the fuzzy utilities and the expected fuzzy utility and selecting a technique for ranking fuzzy numbers that fits the situation. A new element is incorporated in the decision problem, namely, the sample information supplied by a random experiment associated with the decision problem. This element, along with the use of fuzzy random variables to model fuzzy utilities and an appropriate fuzzy preference relation, makes it possible to extend, in the Bayesian framework, the concept of expected value of sample information (or gain in expected fuzzy utility due to knowledge of sample information). A criterion for comparing random experiments associated with the problem is established, and some properties confirming its suitability are analyzed. An example illustrates the application of the procedure. The criterion is contrasted with the pattern criterion based on Blackwell´s concept of statistical `sufficiency´
Keywords
decision theory; fuzzy set theory; statistical analysis; decision theory; decision-making; expected value; fuzzy numbers ranking; fuzzy preference relation; fuzzy set theory; fuzzy utilities; sample information; statistical decision problems; Bayesian methods; Context; Decision making; Fuzzy sets; Gas insulated transmission lines; Mechanical engineering; Medical diagnosis; NASA; Random variables; Utility theory;
fLanguage
English
Journal_Title
Systems, Man and Cybernetics, IEEE Transactions on
Publisher
ieee
ISSN
0018-9472
Type
jour
DOI
10.1109/21.156579
Filename
156579
Link To Document