Perform DBHT clustering, a deterministic technique which only requires a similarity matrix S, and respective dissimilarity matrix D.
See: Song, Won-Min, T. Di Matteo, and Tomaso Aste. "Hierarchical information clustering by means of topologically embedded graphs." PloS one 7.3 (2012): e31929.
This version makes extensive use of graph-theoretic filtering technique called Triangulated Maximally Filtered Graph (TMFG).