Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
trade-off with prediction as the main goal. All penalized selection methods do is find that sweet spot in which a model is sufficiently trained to deal with a new environment. Actually, penalized selection methods are already some years old, but they are still state-of-the-art and so much used as