2 papers
stat.ME2026
General sample size analysis for probabilities of causation: a delta method approach
Tianyuan Cheng, Ruirui Mao, Judea Pearl +1
Probabilities of causation (PoCs), such as the probability of necessity and sufficiency (PNS), are important tools for decision making but are generally not point identifiable. Exi…
cs.AI2022
Probabilities of Causation: Adequate Size of Experimental and Observational Samples
Ang Li, Ruirui Mao, Judea Pearl
The probabilities of causation are commonly used to solve decision-making problems. Tian and Pearl derived sharp bounds for the probability of necessity and sufficiency (PNS), the…