Variational Temporal Deconfounder for Individualized Treatment Effect Estimation from Longitudinal Observational Data

Zheng Feng, Mattia Prosperi, Jiang Bian

Estimating treatment effects, especially individualized treatment effects (ITE), using observational data is challenging due to the complex situations of confounding bias. Existing…