Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
to you, do not rejoice, but be warned. You do not wish to see this. A great example of the misuse of models to the point in which a model is just fitting noise, instead of finding a signal. Overfitting leads to poor predictive performance when applied on new data because they modeled noise. You