42 citations · 55 across the 15 of their papers we have counts for
5 papers · 1 filter
The How and Why of Bayesian Nonparametric Causal Inference
Antonio R. Linero, Joseph L. Antonelli
Spurred on by recent successes in causal inference competitions, Bayesian nonparametric (and high-dimensional) methods have recently seen increased attention in the causal inferenc…
Improved inference for doubly robust estimators of heterogeneous treatment effects
Heejun Shin, Joseph Antonelli
We propose a doubly robust approach to characterizing treatment effect heterogeneity in observational studies. We develop a frequentist inferential procedure that utilizes posterio…
Multiple exposure distributed lag models with variable selection
Joseph Antonelli, Ander Wilson, Brent Coull
Distributed lag models are useful in environmental epidemiology as they allow the user to investigate critical windows of exposure, defined as the time period during which exposure…
Robust inference for geographic regression discontinuity designs: assessing the impact of police precincts
Emmett B. Kendall, Brenden Beck, Joseph Antonelli
We study variation in policing outcomes attributable to differential policing practices in New York City (NYC) using geographic regression discontinuity designs (GeoRDDs). By focus…
Estimation and false discovery control for the analysis of environmental mixtures
Srijata Samanta, Joseph Antonelli
The analysis of environmental mixtures is of growing importance in environmental epidemiology, and one of the key goals in such analyses is to identify exposures and their interact…