1. A system for generating a set of coordinate vectors from a sparse graph of media object similarities, comprising using a computing device for: receiving a sparse graph of media object similarities; computing a set of coordinate vectors from each media object comprising a subset of media objects represented by the sparse graph; and updating the set of coordinate vectors by computing coordinate vectors for each remaining media object represented by the sparse graph which was not included in the subset of media objects.