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cs.AI2023
Tightening Bounds on Probabilities of Causation By Merging Datasets
Numair Sani, Atalanti A. Mastakouri
Probabilities of Causation (PoC) play a fundamental role in decision-making in law, health care and public policy. Nevertheless, their point identification is challenging, requirin…
stat.ML2023
Bounding probabilities of causation through the causal marginal problem
Numair Sani, Atalanti A. Mastakouri, Dominik Janzing
Probabilities of Causation play a fundamental role in decision making in law, health care and public policy. Nevertheless, their point identification is challenging, requiring stro…