Estimation of Covariate Balancing Propensity Score Based on Outcome Adaptive Lasso.
In observational studies, propensity score estimation is crucial for estimating the average treatment effect (ATE). However, covariate imbalance can introduce estimation bias, and including unnecessary covariates can also negatively affect the bias and statistical efficiency of propensity score estimation. To address t...