Extended setting Database of objects Each object has dimensions   Query is an object with the same dimensions   Distance function between two objects   If dimensions are defined, distance function can be, for example, Euclidean, Manhattan, etc.   Can be over a subset of dimensions   Otherwise, can be a metric distance   If is not a metric distance, then the problem is much harder