English

What Counterfactuals Can Be Tested

Artificial Intelligence 2012-06-26 v1

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.

Cite

@article{arxiv.1206.5294,
  title  = {What Counterfactuals Can Be Tested},
  author = {Ilya Shpitser and Judea Pearl},
  journal= {arXiv preprint arXiv:1206.5294},
  year   = {2012}
}

Comments

Appears in Proceedings of the Twenty-Third Conference on Uncertainty in Artificial Intelligence (UAI2007)

R2 v1 2026-06-21T21:24:11.862Z