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Currently most data stream algorithms have shortcomings including low clustering quality, difficulties in determining cluster centers, poor ability for dealing with outliers' issue.
In the present analysis, the emphasis is on the spatial distribution of measurements and therefore a point-to-point distance calculation is used to assemble objective clusters; within-cluster sum of squares of paired distances is the calculated measure for determining cluster membership.
The IS 6110 RFLP patterns used for determining cluster membership of these isolates are shown in Figure 1.
Such gene cluster families are essential for determining cluster boundaries and as part of integrated data sets for novel natural product discovery.
Analysis of clustering patterns revealed that 27.6% of the assays were not reproducible and flanking sequence might play a role in determining cluster compression.
The higher proportion of variance accounted for by ER-α correlated genes, as compared to proliferation genes, allows these genes to be more influential in determining cluster assignment, as compared to proliferation genes.
Similar(53)
This validity index is highly efficient in determining clusters with the least similarity between them and the highest similarity between data vectors in each cluster.
The framework entails learning the correlation structure of the field by determining clusters of correlated sensors observing the same set of sources.
After automatically determining clusters of feature values, we have to evaluate whether the clusters represent distinct and meaningful behavioural components.
The threshold for determining clusters was set to 0.02 to yield four clusters, as in Fig. 5b.
Since patient residence at diagnosis seems to be a factor in determining clustering, it would be useful to determine whether clusters are proximal to homeless facilities, bars, or other historically important sites of tuberculosis transmission [ 51].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com