Weakest link pruning of a dendrogram (2212.05367v3)

Published 10 Dec 2022 in stat.ME

Abstract: Hierarchical clustering is a popular method for identifying distinct groups in a dataset. The most commonly used method for pruning a dendrogram is via a single horizontal cut. In this paper, we propose a new technique "weakest link optimal pruning". We prove its superiority over horizontal pruning and provide some examples illustrating how the two methods can behave quite differently.

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