1 citations · 1 across the 3 of their papers we have counts for
3 papers
Comparative Evaluation of Difference in Differences Methods for Staggered Adoption Interventions
Ernesto Ulloa-Pérez, Elizabeth F. Bair, Amol S. Navathe +1
Staggered adoption is a common approach for implementing healthcare interventions, where different units adopt the program at different times. Difference-in-differences (DiD) metho…
Propensity Score Augmentation in Matching-based Estimation of Causal Effects
Ernesto Ulloa-Pérez, Marco Carone, Alex Luedtke
When assessing the causal effect of a binary exposure using observational data, confounder imbalance across exposure arms must be addressed. Matching methods, including propensity…
Causal isotonic calibration for heterogeneous treatment effects
Lars van der Laan, Ernesto Ulloa-Pérez, Marco Carone +1
We propose causal isotonic calibration, a novel nonparametric method for calibrating predictors of heterogeneous treatment effects. Furthermore, we introduce cross-calibration, a d…