A new density-based clustering algorithm, RNN-DBSCAN, is presented which uses reverse nearest neighbor counts as an estimate of observation density. Clustering is performed using a DBSCAN-like approach based on $k$ nearest neighbor graph traversals through dense observations. RNN-DBSCAN is preferable...