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

Eraldo Pereira Marinho et al.
arXiv CS · Papers
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machine-learningneural-networks
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 advance. Unlike approaches that first make a $k$-nearest-neighbour (KNN) graph undirected, RTKNNC keeps both directions of t
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