Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
overfitting. Model selection helps, but the best way using external data. Often we only have internal data. There are internal validation techniques (cross-validation) in which: A parsimonious list of variables is selected Coefficients are penalized The model is safeguarded from overfitting This