A new Discriminative Subspace Emersion (DSE) method has been proposed.DSE extends subspace learning to a general relevance learning framework.The method identifies the most relevant features in distinguishing a classification task across two populations.DSE is shown to accurately identify a common subspace even with a high degree of overlap between classes.