3 papers
stat.ME2025
Matching-Based Nonparametric Estimation of Group Average Treatment Effects
Peng Wu, Pengtao Zeng, Zhaoqing Tian +1
Heterogeneous treatment effects, which vary according to individual covariates, are crucial in fields such as personalized medicine and tailored treatment strategies. In many appli…
cs.LG2025
Optimal Policy Adaptation under Covariate Shift
Xueqing Liu, Qinwei Yang, Zhaoqing Tian +2
Transfer learning of prediction models has been extensively studied, while the corresponding policy learning approaches are rarely discussed. In this paper, we propose principled a…
stat.ME2024
Semiparametric Efficient Inference for the Probability of Necessary and Sufficient Causation
Zhaoqing Tian, Peng Wu
Causal attribution, which aims to explain why events or behaviors occur, is crucial in causal inference and enhances our understanding of cause-and-effect relationships in scientif…