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What Can Pareto Optimality Do for Clustering?
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Makhalova T.
Cluster assessment remains one of the most actual problems in data mining. In this paper, a new approach to the selection of clusters based on a combination of measures of cluster quality is proposed. The new approach incorporates easily expert understanding of “interestingness” of clusters and does not require pre-defined parameters and thresholds. The subset of selected clusters is small and can be analyzed easily by experts.
Language:
English