18 citations · 18 across the 7 of their papers we have counts for
4 papers · 1 filter
Relative Bias Under Imperfect Identification in Observational Causal Inference
Melody Huang, Cory McCartan
To conduct causal inference in observational settings, researchers must rely on certain identifying assumptions. In practice, these assumptions are unlikely to hold exactly. This p…
Distilling heterogeneous treatment effects: Stable subgroup estimation in causal inference
Melody Huang, Tiffany M. Tang, Ana M. Kenney
Recent methodological developments have introduced new black-box approaches to better estimate heterogeneous treatment effects; however, these methods fall short of providing inter…
Overlap violations in external validity
Melody Huang
Estimating externally valid causal effects is a foundational problem in the social and biomedical sciences. Generalizing or transporting causal estimates from an experimental sampl…
Towards Generalizing Inferences from Trials to Target Populations
Melody Y Huang, Harsh Parikh
Randomized Controlled Trials (RCTs) are pivotal in generating internally valid estimates with minimal assumptions, serving as a cornerstone for researchers dedicated to advancing c…