DocumentCode
1382564
Title
Dealing with the expert inconsistency in probability elicitation
Author
Monti, Stefano ; Carenini, Giuseppe
Author_Institution
Robotics Inst., Carnegie Mellon Univ., Pittsburgh, PA, USA
Volume
12
Issue
4
fYear
2000
Firstpage
499
Lastpage
508
Abstract
In this paper, we present and discuss our experience in the task of probability elicitation from experts for the purpose of belief network construction. In our study, we applied four techniques. Three of these techniques are available from the literature, whereas the fourth one is a technique that we developed by adapting a method for the assessment of preferences to the task of probability elicitation. The new technique is based on the analytic hierarchy process (AHP) proposed by Saaty (1980, 1994), and it allows for the quantitative assessment of the expert inconsistency. The method is, in our opinion, very promising and lends itself to be applied more extensively to the task of probability elicitation
Keywords
belief networks; knowledge acquisition; probability; analytic hierarchy process; belief network construction; expert inconsistency; probability elicitation; quantitative assessment; Intelligent networks; Knowledge acquisition; Knowledge engineering; Particle measurements; Sensitivity analysis;
fLanguage
English
Journal_Title
Knowledge and Data Engineering, IEEE Transactions on
Publisher
ieee
ISSN
1041-4347
Type
jour
DOI
10.1109/69.868903
Filename
868903
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