Lasso-Ridge Refitting: A Two-Stage Estimator for High-Dimensional Linear Regression

Guo Liu

The least absolute shrinkage and selection operator (Lasso) is a popular method for high-dimensional statistics. However, it is known that the Lasso often has estimation bias and p…