2 papers
stat.ME2019
Posterior Predictive Treatment Assignment Methods for Causal Inference in the Context of Time-Varying Treatments
Shirley Liao, Lucas Henneman, Corwin Zigler
Marginal structural models (MSM) with inverse probability weighting (IPW) are used to estimate causal effects of time-varying treatments, but can result in erratic finite-sample pe…
stat.ME2018
Uncertainty in the Design Stage of Two-Stage Bayesian Propensity Score Analysis
Shirley Liao, Corwin Zigler
The two-stage process of propensity score analysis (PSA) includes a design stage where propensity scores are estimated and implemented to approximate a randomized experiment and an…