A hierarchical clustering algorithm and an improvement of the single linkage criterion to deal with noise

•This paper proposes a hierarchical clustering algorithm robust to noise.•It includes a single linkage improvement that involves local density.•It forbids the merging of representative clusters.•Performance is assessed using data with known ground truth. Hierarchical clustering is widely used in dat...

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