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cs.AI2025
Potential Outcome Rankings for Counterfactual Decision Making
Yuta Kawakami, Jin Tian
Counterfactual decision-making in the face of uncertainty involves selecting the optimal action from several alternatives using causal reasoning. Decision-makers often rank expecte…
stat.ME2025
Decomposition of Probabilities of Causation with Two Mediators
Yuta Kawakami, Jin Tian
Mediation analysis for probabilities of causation (PoC) provides a fundamental framework for evaluating the necessity and sufficiency of treatment in provoking an event through dif…
stat.ME2025
Moments of Causal Effects
Yuta Kawakami, Jin Tian
The moments of random variables are fundamental statistical measures for characterizing the shape of a probability distribution, encompassing metrics such as mean, variance, skewne…