Finding the optimal dynamic treatment regimes using smooth Fisher consistent surrogate loss
利用光滑 Fisher 一致替代损失寻找最优动态治疗方案
Large health care data repositories such as electronic health records (EHR) open new opportunities to derive individualized treatment strategies for complicated diseases such as sepsis. In this paper, we consider the problem of estimating sequential treatment rules tailored to a patient’s individual characteristics, often referred to as dynamic treatment regimes (DTRs). Our main objective is to find the optimal DTR that maximizes a discontinuous value function through direct…