Columbia University, Mailman School of Public Health. Environmental Mixtures Workshop. August 23-24, 2018. Introduction to multiple techniques to analyze exposure to mixtures in environmental health.
Day 1: Unsupervised methods -- Clustering (hierarchical and k-means), principal component analysis, factor analysis, Variable Selection -- Lasso, elastic net, group lasso, MCP, SCAD
Day 2: Bayesian Kernel Machine Regression, Weighted Quantile Sum Regression