As expected, RD alone does not match combined precision and recall of state-of-the-art supervised systems.
affinity propagation (aP) is the most efficient approximation for the p-median problem that we are aware of, which also has the property of not requiring the number of clusters as an explicit input (Frey and Dueck, 2007).