On the properties of αα-unchaining single linkage hierarchical clustering

preprint2014arXivOpen access

Abstract

In the election of a hierarchical clustering method, theoretic properties may give some insight to determine which method is the most suitable to treat a clustering problem. Herein, we study some basic properties of two hierarchical clustering methods: αα-unchaining single linkage or SL(α)SL(α) and a modified version of this one, SL∗(α)SL^*(α). We compare the results with the properties satisfied by the classical linkage-based hierarchical clustering methods.

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