3 papers
stat.AP2025
Spatially Varying Coefficient Models for Estimating Heterogeneous Mixture Effects
Jacob Englert, Howard Chang
Recent studies of associations between environmental exposures and health outcomes have shifted toward estimating the effect of simultaneous exposure to multiple chemicals. Summary…
stat.AP2024
Modeling Joint Health Effects of Environmental Exposure Mixtures with Bayesian Additive Regression Trees
Jacob Englert, Stefanie Ebelt, Howard Chang
Studying the association between mixtures of environmental exposures and health outcomes can be challenging due to issues such as correlation among the exposures and non-linearitie…
stat.ME2024
Estimating Heterogeneous Exposure Effects in the Case-Crossover Design using BART
Jacob Englert, Stefanie Ebelt, Howard Chang
Epidemiological approaches for examining human health responses to environmental exposures in observational studies often control for confounding by implementing clever matching sc…