Our findings indicate that MAE is a more natural measure of average error, and (unlike RMSE) is unambiguous. Dimensioned evaluations and inter-comparisons of average model-performance error, therefore ...

Richard F. Gunst, Robert L. Mason, Biased Estimation in Regression: An Evaluation Using Mean Squared Error, Journal of the American Statistical Association, Vol. 72 ...