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Obviously, clustering evaluation is a stand-alone process that is not included within clustering task.
In addition, stability of this centre effect within clustering representation was also investigated and highlighted a great probability for centre 4 patients to be classified in the same cluster (see Additional file 2, 7 and 8).
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The gap statistic quantifies the change in within-cluster dispersion with that expected under an appropriate reference null distribution74.
Next it generates within-cluster synthetic samples and finally it generates between cluster synthetic samples.
None of the tests considered requires structural within-cluster correlation or distributional assumptions.
However, relative efficiency noticeably declines with increasing association for non-mean-balanced within-cluster covariates.
Subclusters within a general category-such as liberal and conservative blogs clustering within the broader cluster of political blogs-are also interlinked, though less densely than within-cluster connectivity.
This method minimizes the within-cluster sum of squares [43].
Table 6 (hbox {CO}_2) clusters with the highest within-cluster emissions (Kt (hbox {CO}_2) eq).
Where, begin{aligned} F_{ratio} = dfrac{ text {Between-cluster variability}}{text {Within-cluster variability}}.
To quantify (hbox {CO}_2) intensity for a cluster, the within-cluster sum is used.
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