Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
combine the best of both worlds — L1 & L2. LAR: produces a sequence of regression models where one parameter is added at each step. And here are results comparing LASSO, adaptive LASSO, and an Elastic Net. The choice of selection method can severely impact the model you end up with. This is why