Tolerance intervals from ridge regression in the presence of multicollinearity and high dimension

In multiple regression in high dimension, we propose a method for computation of tolerance limits based on ridge regression and provide numerical studies to show the advantage of tighter tolerance limit from ridge regression compared to existing methods.