3 papers
stat.AP2025
Causal inference and racial bias in policing: New estimands and the importance of mobility data
Zhuochao Huang, Brenden Beck, Joseph Antonelli
Studying racial bias in policing is a critically important problem, but one that comes with a number of inherent difficulties due to the nature of the available data. In this manus…
stat.ME2025
Principal stratification with continuous treatments and continuous post-treatment variables
Joseph Antonelli, Minxuan Wu, Fabrizia Mealli +2
Principal stratification (PS) is a commonly used approach for understanding the mechanisms through which a treatment affects an outcome. The goal of this work is to extend the PS f…
stat.ME2025
Treatment Effect Heterogeneity and Importance Measures for Multivariate Continuous Treatments
Heejun Shin, Antonio Linero, Michelle Audirac +3
Estimating the joint effect of a multivariate, continuous exposure is crucial, particularly in environmental health where interest lies in simultaneously evaluating the impact of m…