Sampling Methods for Action Selection in Influence Diagrams

@inproceedings{Ortiz2000SamplingMF,
  title={Sampling Methods for Action Selection in Influence Diagrams},
  author={Luis E. Ortiz and Leslie Pack Kaelbling},
  booktitle={AAAI/IAAI},
  year={2000}
}
Sampling has become an important strategy for inference in belief networks. It can also be applied to the problem of selecting actions in influence diagrams. In this paper, we present methods with probab ilistic guarantees of selecting a near-optimal action. We establish bounds on the number of samples required for the traditional method of estimating the utilities of the actions, then go on to extend the traditional method based on ideas from sequential analysis, generating a method requiring… CONTINUE READING
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