An apparatus and methods for feature selection are disclosed. The feature selection apparatus and methods allow for determining a set of final features corresponding to features common to features within a set of frequent features of target dataset and a plurality of features within a training dataset. The feature selection apparatus and methods also allow for removing features within a target dataset and a training dataset that are not within a set of most predictive features.