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cs.LG2024★ 1 cited
Inverse Probability of Treatment Weighting with Deep Sequence Models Enables Accurate treatment effect Estimation from Electronic Health Records
Junghwan Lee, Simin Ma, Nicoleta Serban +1
Observational data have been actively used to estimate treatment effect, driven by the growing availability of electronic health records (EHRs). However, EHRs typically consist of…
cs.LG2023
Deep Attention Q-Network for Personalized Treatment Recommendation
Simin Ma, Junghwan Lee, Nicoleta Serban +1
Tailoring treatment for individual patients is crucial yet challenging in order to achieve optimal healthcare outcomes. Recent advances in reinforcement learning offer promising pe…