Adaptive penalization in high-dimensional regression and classification with external covariates using variational Bayes

Britta Velten, Wolfgang Huber

Penalization schemes like Lasso or ridge regression are routinely used to regress a response of interest on a high-dimensional set of potential predictors. Despite being decisive,…