Same-decision probability: A confidence measure for threshold-based decisions

@article{Choi2012SamedecisionPA,
  title={Same-decision probability: A confidence measure for threshold-based decisions},
  author={Arthur Choi and Yexiang Xue and Adnan Darwiche},
  journal={Int. J. Approx. Reasoning},
  year={2012},
  volume={53},
  pages={1415-1428}
}
We consider in this paper the robustness of decisions based on probabilistic thresholds. To this effect, we propose the same-decision probability as a query that can be used as a confidence measure for threshold-based decisions. More specifically, the same-decision probability is the probability that we would have made the same threshold-based decision, had we known the state of some hidden variables pertaining to our decision. We study a number of properties about the same-decision probability… CONTINUE READING
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