Order-of-Magnitude Influence Diagrams

Details Order-of-Magnitude Influence Diagrams Order-of-Magnitude Influence Diagrams

2012-02-14

arxiv.org/abs/1202.3745v1

Computer Science

Artificial Intelligence

Scientific paper

In this paper, we develop a qualitative theory of influence diagrams that can be used to model and solve sequential decision making tasks when only qualitative (or imprecise) information is available. Our approach is based on an order-of-magnitude approximation of both probabilities and utilities and allows for specifying partially ordered preferences via sets of utility values. We also propose a dedicated variable elimination algorithm that can be applied for solving order-of-magnitude influence diagrams.

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