Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
Produces unbiased estimates by allowing a relatively higher penalty for zero coefficients and a lower penalty for nonzero coefficients. Might not result in optimal prediction performance. You need to switch to LASSO. Elastic Net: Combines the LASSO and ridge regression methods. Should in theory