Dealing with the expert inconsistency in probability elicitation

Citation
S. Monti et G. Carenini, Dealing with the expert inconsistency in probability elicitation, IEEE KNOWL, 12(4), 2000, pp. 499-508
Citations number
19
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
ISSN journal
10414347 → ACNP
Volume
12
Issue
4
Year of publication
2000
Pages
499 - 508
Database
ISI
SICI code
1041-4347(200007/08)12:4<499:DWTEII>2.0.ZU;2-9
Abstract
In this paper, we present and discuss our experience in the task of probabi lity elicitation from experts for the purpose of belief network constructio n. In our study. we applied four techniques. Three of these techniques are available from the literature, whereas the fourth one is a technique that w e developed by adapting a method for the assessment of preferences to the t ask of probability elicitation. The new technique is based on the Analytic Hierarchy Process (AHP) proposed by Saaty [12], [13], 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.