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cs.AI2024
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…
cs.AI2024★ 2 cited
Probabilities of Causation for Continuous and Vector Variables
Yuta Kawakami, Manabu Kuroki, Jin Tian
Probabilities of causation (PoC) are valuable concepts for explainable artificial intelligence and practical decision-making. PoC are originally defined for scalar binary variables…
cs.LG2024
Identification and Estimation of Conditional Average Partial Causal Effects via Instrumental Variable
Yuta Kawakami, Manabu Kuroki, Jin Tian
There has been considerable recent interest in estimating heterogeneous causal effects. In this paper, we study conditional average partial causal effects (CAPCE) to reveal the het…