4 papers
Learning Optimal Distributionally Robust Individualized Treatment Rules Integrating Multi-Source Data
Wenhai Cui, Wen Su, Xingqiu Zhao
Integrative analysis of multiple datasets for estimating optimal individualized treatment rules (ITRs) can enhance decision efficiency. A central challenge is posterior shift, wher…
Learning Optimal Individualized Decision Rules with Conditional Demographic Parity
Wenhai Cui, Wen Su, Donglin Zeng +1
Individualized decision rules (IDRs) have become increasingly prevalent in societal applications such as personalized marketing, healthcare, and public policy design. However, a cr…
Optimal Transport Learning: Balancing Value Optimization and Fairness in Individualized Treatment Rules
Wenhai Cui, Xiaoting Ji, Wen Su +2
Individualized treatment rules (ITRs) have gained significant attention due to their wide-ranging applications in fields such as precision medicine, ridesharing, and advertising re…
Demographic Parity-aware Individualized Treatment Rules
Wenhai Cui, Wen Su, Xiaodong Yan +2
There has been growing interest in developing optimal individualized treatment rules (ITRs) in various fields, such as precision medicine, business decision-making, and social welf…