However, in applications, it is normally necessary to compute a single number in order to determine neighborhood or cluster membership.
the classic way to combine precision and recall in IR is to compute the F-score; that is, the harmonic mean of precision and recall: we do not wish to assume that a good substitute requires both high precision and high recall of the target distribution.