11 citations · 19 across the 4 of their papers we have counts for
4 papers
Mediation with External Summary Statistic Information (MESSI)
Jonathan Boss, Wei Hao, Amber Cathey +5
Environmental health studies are increasingly measuring endogenous omics data () to study intermediary biological pathways by which an exogenous exposure ($\boldsym…
Group Inverse-Gamma Gamma Shrinkage for Sparse Regression with Block-Correlated Predictors
Jonathan Boss, Jyotishka Datta, Xin Wang +3
Heavy-tailed continuous shrinkage priors, such as the horseshoe prior, are widely used for sparse estimation problems. However, there is limited work extending these priors to pred…
A Hierarchical Integrative Group LASSO (HiGLASSO) Framework for Analyzing Environmental Mixtures
Jonathan Boss, Alexander Rix, Yin-Hsiu Chen +6
Environmental health studies are increasingly measuring multiple pollutants to characterize the joint health effects attributable to exposure mixtures. However, the underlying dose…
Variable selection with multiply-imputed datasets: choosing between stacked and grouped methods
Jiacong Du, Jonathan Boss, Peisong Han +5
Penalized regression methods, such as lasso and elastic net, are used in many biomedical applications when simultaneous regression coefficient estimation and variable selection is…