ABSTRACT: Data driven decision methods generated from analysis or experiments are currently developing a large amount of interest in the machine learning community. It is of interest to develop automated methods to infer from data and ensure judicious decisions are based on information provided by data. Computational efficiency, predictive generalization and statistical efficiency are the main ...