Data Envelopment Analysis (DEA) is one of the most used non-parametric techniques for technical efficiency assessment. DEA exclusively concerned about minimization empirical error, satisfying, at same time, some shape constraints (convexity and free disposability). Unfortunately, by construction, a descriptive methodology that not preventing overfitting. In this paper, we introduce new allows e...