3 papers
stat.ME2026
Minimax Regret Estimation for Generalizing Heterogeneous Treatment Effects with Multisite Data
Yi Zhang, Melody Huang, Kosuke Imai
To test scientific theories and develop individualized treatment rules, researchers often wish to learn heterogeneous treatment effects that can be consistently found across divers…
stat.ME2025
Sensitivity Analysis for Clustered Observational Studies with an Application to the Effectiveness of Magnet Nursing Hospitals
Melody Huang, Eli Ben-Michael, Matthew McHugh +1
In a clustered observational study, treatment is assigned to groups and all units within the group are exposed to the treatment. Here, we use a clustered observational study (COS)…
cs.AI2024
Does AI help humans make better decisions? A statistical evaluation framework for experimental and observational studies
Eli Ben-Michael, D. James Greiner, Melody Huang +3
The use of Artificial Intelligence (AI), or more generally data-driven algorithms, has become ubiquitous in today's society. Yet, in many cases and especially when stakes are high,…