Approaches for measuring the stability of clustering methods

Vijay V. Raghavan

Published 1982 in SIGF

ABSTRACT

Among the significant factors in assessing the suitability of a clustering technique to a given application is its stability; that is, how sensitive the algorithm is to perturbations in the input data. A number of techniques that appear to be suitable for measuring the stability of clustering have been published in the literature. When these techniques are closely examined, a number of generic approaches emerge. This note reviews these approaches and provides a classification of the various techniques appearing in the literature in terms of the approaches identified.

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