Publications

2026

  1. A spatial interference approach to account for mobility in air pollution studies with multivariate continuous treatments
    Heejun Shin, Danielle Braun, Kezia Irene, Michelle Audirac, and Joseph Antonelli
    Journal of the American Statistical Association (To appear), 2026
    arXiv

2025

  1. Robust Statistical Approaches to Understanding the Causal Effect of Air Pollution Mixtures
    Joseph Antonelli, Heejun Shin, Suyean Kang, Alexander Franks, Michelle Audirac, and Danielle Braun
    Health Effects Institute, 2025
    Journal
  2. Treatment Effect Heterogeneity and Importance Measures for Multivariate Continuous Treatments
    Heejun Shin, Antonio Linero, Michelle Audirac, Kezia Irene, Danielle Braun, and Joseph Antonelli
    The Annals of Applied Statistics, 2025
    arXiv Journal

2023

  1. Improved inference for doubly robust estimators of heterogeneous treatment effects
    Heejun Shin, and Joseph Antonelli
    Biometrics, 2023
    arXiv Journal