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Example sentences for: clest

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To estimate the number of clusters in a dataset, we propose a prediction-based resampling method, Clest, which estimates the number of clusters K based on the reproducibility of cluster assignments.
Indeed, the results in Table 3show that Clest identified two clusters for only 30% of the datasets simulated from Model 7. The figures suggest that for the majority of the models, the global maximum of the median d -statistic is more pronounced than the global maxima of the median gapPC k and
For Model 1 it is only fair to compare Clest gap, gapPC, and hart, as the other methods only estimate ≥ 2.
Parameters of the Clest procedure
The six methods described in Background and Clest were applied to estimate the number of clusters for each of the four microarray datasets; the results are presented in Table 5.