Problem Formulation as the Reduction of a Decision Model

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May 16, 2015
David Heckerman, Eric J. Horvitz
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In this paper, we extend the QMRDT probabilistic model for the domain of internal medicine to include decisions about treatments. In addition, we describe how we can use the comprehensive decision model to construct a simpler decision model for a specific patient. In so doing, we transform the task of problem formulation to that of narrowing of a larger problem.

* Appears in Proceedings of the Sixth Conference on Uncertainty in Artificial Intelligence (UAI1990)  
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