3 papers
stat.AP2019
A Cross-validated Ensemble Approach to Robust Hypothesis Testing of Continuous Nonlinear Interactions: Application to Nutrition-Environment Studies
Jeremiah Zhe Liu, Jane Lee, Pi-i Debby Lin +6
Gene-environment and nutrition-environment studies often involve testing of high-dimensional interactions between two sets of variables, each having potentially complex nonlinear m…
stat.ME2018
Bayesian kernel machine regression-causal mediation analysis
Katrina L. Devick, Jennifer F. Bobb, Maitreyi Mazumdar +7
Greater understanding of the pathways through which an environmental mixture operates is important to design effective interventions. We present new methodology to estimate natural…
stat.ME2017
Estimating the health effects of environmental mixtures using Bayesian semiparametric regression and sparsity inducing priors
Joseph Antonelli, Maitreyi Mazumdar, David Bellinger +3
Humans are routinely exposed to mixtures of chemical and other environmental factors, making the quantification of health effects associated with environmental mixtures a critical…