2 papers
stat.ME2026
Identification and Bounding of Central Moments of Causal Effects Using Marginal Moments Information
Naoya Hashimoto, Yuta Kawakami, Jin Tian
Evaluating the causal effect of a treatment on an outcome is a central objective in causal inference. While the average causal effect summarizes the mean impact of treatment, the c…
stat.ML2026
Bounds and Identification of Joint Probabilities of Potential Outcomes and Observed Variables under Monotonicity Assumptions
Naoya Hashimoto, Yuta Kawakami, Jin Tian
Evaluating joint probabilities of potential outcomes and observed variables, and their linear combinations, is a fundamental challenge in causal inference. This paper addresses the…