I need help with the following question.
I am really lost, so any help/hint would be much appreciated! I am aware that for best fit model, we are looking for higher $R^2_{Adj}$, smaller $MS_{res}$, PRESS (Prediction error sum of squares), AIC (Akaike Information Criterion) and BIC (Bayesian Information Criterion).