Solving influence diagrams with fuzzy chance and value nodes

Solving influence diagrams with fuzzy chance and value nodes

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Article ID: iaor20062402
Country: Netherlands
Volume: 167
Issue: 2
Start Page Number: 444
End Page Number: 460
Publication Date: Dec 2005
Journal: European Journal of Operational Research
Authors: , ,
Keywords: fuzzy sets
Abstract:

In this paper we discuss how influence diagrams are affected by the presence of fuzziness in chance and value nodes. In this way, by modelling fuzzy-valued random variables and utilities in terms of fuzzy random variables, we analyze the statistical rules corresponding to the affected value-preserving transformations, namely: chance node removal and decision node removal. Some supporting results on fuzzy random variables introduced in this paper will provide us with the required mathematical tool to formalize the new statistical rules. Finally, an example is included to illustrate the study in the paper.

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