“Given a relation and a ranking of its tuples, but no information about the ranking function, we propose RankExplain to solve 2 types of problems: SAT asks if any linear scoring function can exactly reproduce the given ranking. OPT identifies the linear scoring function that minimizes position-based error, i.e., the total of the ranking-position differences over all tuples in the top-k. Our solution consists of linear programs that solve the problems exactly and can be implemented using MILP solvers.”
Find the paper and full list of authors in ArXiv.