Showing stat.MEShow all
3 papers · 1 filter
stat.ME2026
Estimating Causal Treatment Effects in Placebo-Controlled Randomized Clinical Trials When High Placebo Response is Anticipated
Yang Song, Yuezhe Qian, Chanmin Kim +1
In placebo-controlled randomized clinical trials (RCTs), the placebo response significantly modifies treatment effects and diminishes the intention-to-treat (ITT) treatment effect,…
stat.ME2026
High-Dimensional Mediation Analysis for Generalized Linear Models Using Bayesian Variable Selection Guided by Mediator Correlation
Youngho Bae, Chanmin Kim, Fenglei Wang +2
High-dimensional mediation analysis aims to identify mediating pathways and to estimate indirect effects linking an exposure to an outcome. In this paper, we propose a Bayesian fra…
stat.ME2024
Bayesian Nonparametric Trees for Principal Causal Effects
Chanmin Kim, Corwin Zigler
Principal stratification analysis evaluates how causal effects of a treatment on a primary outcome vary across strata of units defined by their treatment effect on some intermediat…