3 papers
stat.ME2025
A spatial interference approach to account for mobility in air pollution studies with multivariate continuous treatments
Heejun Shin, Danielle Braun, Kezia Irene +2
We develop new methodology to improve our understanding of the causal effects of multivariate air pollution exposures on public health accounting for mobility. Typically, in enviro…
stat.ME2025
Partial identification and unmeasured confounding with multiple treatments and multiple outcomes
Suyeon Kang, Alexander Franks, Michelle Audirac +2
Estimating the health effects of multiple air pollutants is a crucial problem in public health, but one that is difficult due to unmeasured confounding bias. Motivated by this issu…
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…