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Example sentences for: gappc

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For each number of clusters k, the plots of the median values, over the 50 simulated datasets, of the Clest d k -statistic, gapPC k , and
In a majority of the simulations from Model 7, Clest, gap, and gapPC failed to distinguish between one and two clusters, while the simple hart index performed well.
Both gap and gapPC consistently estimated one cluster for this model, perhaps because both methods are based on the within-clusters sums of squares and consequently are more affected by the variables with larger variances.
Hence, the full distribution of the number of clusters estimated by each method is presented in Table 3. Note that only the methods Clest, gap, gapPC and hart have the capability to identify one cluster in the data.
For Clest, gapPC, and sil, we further investigated how the strength of the evidence for the estimated number of clusters varied between datasets.