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stat.ME2026
Nash Equilibrium Individualized Treatment Regimes under Network Interference
Junwen Xia, Jingxiao Zhang, Dehan Kong
Network interference creates a fundamental tension in optimal individualized treatment regime learning: maximizing overall population outcomes may come at the expense of some indiv…
stat.ME2025
Successive classification learning for estimating quantile optimal treatment regimes
Junwen Xia, Jingxiao Zhang, Dehan Kong
Quantile optimal treatment regimes (OTRs) aim to assign treatments that maximize a specified quantile of patients' outcomes. Compared to treatment regimes that target the mean outc…
stat.ME2022★ 2 cited
Doubly robust estimation of optimal treatment regimes for survival data using an instrumental variable
Junwen Xia, Zishu Zhan, Jingxiao Zhang
In survival contexts, substantial literature exists on estimating optimal treatment regimes, where treatments are assigned based on personal characteristics to maximize the surviva…