Selective Matching Losses -- Not All Scores Are Created Equal

Gil I. Shamir, Manfred K. Warmuth

Learning systems match predicted scores to observations over some domain. Often, it is critical to produce accurate predictions in some subset (or region) of the domain, yet less i…