Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
a linear combination of variables, in a non-linear fashion, that fits the model best without overfitting. The downside is that splines tend to loose some of their interpretative power, which can be partially restored by plotting what they made. Lets continue with Partial-Least Squares. The PROC PLS