TL;DR使用贝叶斯非参数方法来建立个体化治疗反应曲线,从而提升个性化决策的精度,该方法使用观测时间序列,并结合 G - 计算公式对连续响应进行估计。
Abstract
We study the problem of estimating the continuous response over time to
interventions using observational time series---a retrospective dataset where
the policy by which the data are generated is unknown to the learner. We are
motivated by applications where response varies by individu