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In contrast, in this work, we utilize Bayesian inference and derive a robustified objective function for a fuzzy possibilistic clustering algorithm by assuming a generic datum model and a generic notion of cluster homogeneity.
Using this measure of cluster homogeneity on all systems of the amino acid database (see Supporting Information) revealed similar problems also for other molecules, for example Cys, Glu, and Arg.
On respondent cluster homogeneity or heterogeneity: The researcher observed moderate homogeneity with the maximum difference between the savings profile respondent group and the business profile respondent group pegged at 15% with a single occurrence and an average of 3.5% difference across all scenarios.
In FBPA, we used within-method clustering metrics to measure cluster homogeneity and separation.
We compare discovered types to known types via cluster comparison metrics: cluster homogeneity, cluster completeness, and the ARI.
Cluster cardinality is the number of genes in each cluster, homogeneity and average silhouette measurements are described in the Methods The FBPA clusters are shown in Figure 6.
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The fuzzy c-means algorithm (FCM) is then used to categorize flood events into similar groups within which the flood intensities exhibit high internal (within-cluster) homogeneity.
Area probability sample design procedures for the National Children's Study required contiguous strata and clusters that maximized within-stratum and within-cluster homogeneity while maintaining approximately equal size of the strata or clusters.
The resulting clusters of objects should then exhibit high internal (within-cluster) homogeneity and high external (between clusters) heterogeneity.
The design effect shows the effect of the study design on the estimate's variance and increases with within-cluster homogeneity.
Non-redundancy and intra-cluster homogeneity in UniRef were recently improved by adding a sequence length overlap threshold.
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