4 papers
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…
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…
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…
Mediation Analysis for Probabilities of Causation
Yuta Kawakami, Jin Tian
Probabilities of causation (PoC) offer valuable insights for informed decision-making. This paper introduces novel variants of PoC-controlled direct, natural direct, and natural in…