Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
train/validate/test, although a viable option could be 60/20/20. Training data (60% of the original data) Used to find parameter estimates. Can also be used to select effects, stop selection, and choose the final model. Validation data (20% of the original data) Plays a role in the selection