3 papers
stat.ME2026
Causal Inference for Functional Treatments with Stochastic Policies
Martha Barnard, Jared D. Huling, Julian Wolfson
Wearable devices can accurately measure human behavior, providing a unique opportunity to understand how behavior impacts health. Recent studies leveraging functional regression me…
stat.ME2025
Partially Retargeted Balancing Weights for Causal Effect Estimation Under Positivity Violations
Martha Barnard, Jared D. Huling, Julian Wolfson
Positivity violations, which occur when some subgroups either always or never receive a treatment of interest, pose significant challenges for causal effect estimation with observa…
stat.ME2025
A Unified Framework for Causal Estimand Selection
Martha Barnard, Jared D. Huling, Julian Wolfson
Estimating the causal effect of a treatment or health policy with observational data can be challenging due to an imbalance of and a lack of overlap between treated and control cov…