Themetriclearningproblemisconcernedwithlearningadistance functiontunedtoaparticulartask,andhasbeenshowntobeuseful whenusedinconjunctionwithnearest-neighbormethodsandother techniquesthatrelyondistancesorsimilarities.Thissurveypresents anoverviewofexistingrese