2 papers
q-bio.QM2025
Bayesian ensemble learning for predicting health outcomes of multipollutant mixtures
Yu-Chien Ning, Xin Zhou, Francine Laden +1
We introduce the SoftBart approach from Bayesian ensemble learning to estimate the relationship between multipollutant mixtures and health on chronic exposures in epidemiology rese…
stat.AP2024
Causal Inference with Double/Debiased Machine Learning for Evaluating the Health Effects of Multiple Mismeasured Pollutants
Gang Xu, Xin Zhou, Molin Wang +7
One way to quantify exposure to air pollution and its constituents in epidemiologic studies is to use an individual's nearest monitor. This strategy results in potential inaccuracy…