Envelope-Guided Regularization for Improved Prediction in High-Dimensional Multivariate Regression

Tate Jacobson, Oh-Ran Kwon

Envelope methods perform dimension reduction of predictors or responses in multivariate regression, exploiting the relationship between them to improve estimation efficiency. While…