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Resampling Method for Unsupervised Estimation of Cluster Validity

Resampling Method for Unsupervised Estimation of Cluster Validity

We introduce a method for validation of results obtained by clustering analysis of data. The method is based on resampling the available data. A figure of merit that measures the stability of clustering solutions against resampling is introduced. Clusters that are stable against resampling give rise to local maxima of …