Assessing Prediction Error at Interpolation and Extrapolation Points

Assaf Rabinowicz, Saharon Rosset

Common model selection criteria, such as $AIC$ and its variants, are based on in-sample prediction error estimators. However, in many applications involving predicting at interpola…