Round-Trip KNN Clustering: multiscale hierarchical cluster detection on directed nearest-neighbour graphs

Eraldo Pereira Marinho, Caetano Mazzoni Ranieri, Fabricio Aparecido Breve

We introduce Round-Trip KNN Clustering (RTKNNC), a graph-based method for finding cluster structure at several neighbourhood scales without requiring the number of clusters in adva…