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stat.ME2026
Backward Bayesian Outcome Weighted Learning
Emmanuel M. Rockwell, Michael R. Kosorok, Nikki L. B. Freeman
A central objective of precision medicine is learning optimal dynamic treatment regimes (DTRs) from data. Classification-based methods, like outcome weighted learning (OWL) for sin…
stat.ME2024
Optimal individualized treatment regimes for survival data with competing risks
Christina W. Zhou, Nikki L. B. Freeman, Katharine L. McGinigle +1
Precision medicine leverages patient heterogeneity to estimate individualized treatment regimens, formalized, data-driven approaches designed to match patients with optimal treatme…