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A Graph-Theoretic Analysis of Information Value

Kim Leng Poh and Eric J. Horvitz

Abstract

We derive qualitative relationships about the informational relevance of variables in graphical decision models based on a consideration of the topology of the models. Specifically, we identify dominance relations for the expected value of information on chance variables in terms of their position and relationships in influence diagrams. The qualitative relationships can be harnessed to generate nonnumerical procedures for ordering uncertain variables in a decision model by their informational relevance.

Details

Publication typeInproceedings
URLhttp://www.mkp.com/
PublisherMorgan Kaufmann Publishers
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