Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
offers. The goals of model selection are to: obtain a simple and interpretable model. generate accurate predictions Create a solid trade off between bias and variance. Both PROC GLMSELECT and PROC REG can do stepwise regression. Choose PROC GLMSELECT for “large p” problems and choose PROC REG for