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Applying the cluster analysis, the similarities among the different dynamic responses are analyzed using (3).
The cluster expansion algorithm is presented in Algorithm 2. After applying the cluster expansion to all clusters in the original colour table, the result is an expanded colour table.
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Furthermore, by applying the clustering method to multiple specimens from both rat and monkey, we found that cholinergic clusters display remarkable cross-species preservation of cell density within clusters.
Open image in new window Fig. 7 Final population transformation by applying the clustering operator.
Prior to applying the clustering method, the sets of 's and 's, which will be denoted as and, respectively, need to be normalized.
Once this set of historic filters is created, 6 so-called prototype filters are chosen from the set applying the clustering method described in Section "Prototype Filters".
Another advantage of the glocal approach is that the instance-by-feature matrix allows one also to apply processing routines (e.g., SVD, PCA) to achieve dimensionality reduction before applying the clustering algorithm (see, e.g., [16]).
Applying the cluster-related design effect gives a final number of 20 PCUs per group (intervention and control).
Then the whole list is systematically covered by applying the clustering to S subsets sequentially.
The remaining 5,769 groups were further processed by applying the clustering approach outlined in the Methods section.
The rational to use the combined similarity is to generate better drug community structure when applying the clustering algorithm on the drug functional network.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com