3 papers
stat.ME2026
Direct Doubly Robust Estimation of Conditional Quantile Contrasts
Josh Givens, Song Liu, Henry W J Reeve +1
Within heterogeneous treatment effect (HTE) analysis, various estimands have been proposed to capture the effect of a treatment conditional on covariates. Recently, the conditional…
stat.ML2025
Score Matching With Missing Data
Josh Givens, Song Liu, Henry W J Reeve
Score matching is a vital tool for learning the distribution of data with applications across many areas including diffusion processes, energy based modelling, and graphical model…
stat.ME2024
Conditional Outcome Equivalence: A Quantile Alternative to CATE
Josh Givens, Henry W J Reeve, Song Liu +1
Conditional quantile treatment effect (CQTE) can provide insight into the effect of a treatment beyond the conditional average treatment effect (CATE). This ability to provide info…