DocumentCode
2042322
Title
A GAHP approach for probability elicitation for influence diagrams
Author
Hu, Xiaoxuan ; Xie, Xianli ; Luo, He
Author_Institution
Sch. of Manage., Hefei Univ. of Technol., Hefei, China
Volume
6
fYear
2010
fDate
10-12 Aug. 2010
Firstpage
2563
Lastpage
2566
Abstract
During the process of building influence diagrams for real-world decision analysis, the most challenging task is probability elicitation from domain experts. Many human experts are used to describing probabilities by verbal or other inexactness expressions. It is hard for them to directly provide numerical probabilities. In this paper, we deal with this issue by using the Group Analytic Hierarchy Process(GAHP), which allows a group of experts to assess probabilities by making pairwise comparisons among mutually exclusive and collectively exhaustive events. The adoption of GAHP not only offer a convenience way to make judgement, but also improve the accuracy of the probabilities by combining multiple experts´ opinions. We give the detailed steps of the elicitation process and finally use this approach to construct the influence diagram for decision making for college student recruitment.
Keywords
decision diagrams; decision making; decision theory; expert systems; knowledge acquisition; matrix algebra; probability; GAHP approach; domain expert; group analytic hierarchy process; human expert; influence diagram; multiple expert opinion; numerical probability; pairwise comparison; probability elicitation; real world decision analysis; Bayesian methods; Buildings; Chromium; Decision making; Educational institutions; Random variables; Influence diagrams; group analytic hierarchy process; judgment matrix; probability elicitation;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems and Knowledge Discovery (FSKD), 2010 Seventh International Conference on
Conference_Location
Yantai, Shandong
Print_ISBN
978-1-4244-5931-5
Type
conf
DOI
10.1109/FSKD.2010.5569835
Filename
5569835
Link To Document