Uncertainty in Artificial Intelligence
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What Counterfactuals Can Be Tested
Ilya Shpitser, Judea Pearl
Abstract:
Counterfactual statements, e.g., "my headache would be gone had I taken an aspirin" are central to scientific discourse, and are formally interpreted as statements derived from "alternative worlds". However, since they invoke hypothetical states of affairs, often incompatible with what is actually known or observed, testing counterfactuals is fraught with conceptual and practical difficulties. In this paper, we provide a complete characterization of "testable counterfactuals," namely, counterfactual statements whose probabilities can be inferred from physical experiments. We provide complete procedures for discerning whether a given counterfactual is testable and, if so, expressing its probability in terms of experimental data.
Keywords:
Pages: 352-359
PS Link:
PDF Link: /papers/07/p352-shpitser.pdf
BibTex:
@INPROCEEDINGS{Shpitser07,
AUTHOR = "Ilya Shpitser and Judea Pearl",
TITLE = "What Counterfactuals Can Be Tested",
BOOKTITLE = "Proceedings of the Twenty-Third Conference Annual Conference on Uncertainty in Artificial Intelligence (UAI-07)",
PUBLISHER = "AUAI Press",
ADDRESS = "Corvallis, Oregon",
YEAR = "2007",
PAGES = "352--359"
}


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