HiSTOR: Structured Treatment-outcome Representation Learning for High-Dimensional Longitudinal Data

Chuanqi Lao, Junzhou Huang, Qiao Liu

Estimating potential outcomes under alternative treatment sequences is essential for personalized decision-making, but remains challenging with high-dimensional covariates and time…