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When there is no 'ground truth' information, we usually perform an internal evaluation of the clusters validity to confirm that the obtained results cannot have reasonably occurred 'by chance', or as an artefact of the clustering algorithm.
A final evaluation of the clusters was then made to determine which group of clusters represented the data more accurately.
This not only increases the number of hits, but also the time needed for evaluation of the clusters, raising the question of the feasibility of using genome mining in groundbreaking discoveries.
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After the evaluation of the cluster allocated bits, the bit allocation among the cluster dimensions is given by (12).
If the numbers of clusters are roughly the same, MC values give good evaluation of the clustering results.
A detailed evaluation of the clustering quality obtained by DVMM in comparison to other mixture models is presented.
Internal validation is the other type clustering evaluation, where the evaluation of the clustering is compared only with the result itself, i.e., the structure of found clusters and their relations to each other.
10.7554/eLife.05477.017 Figure 9. Statistical evaluation of the clustering of necrotizing enterocolitis cases during 2009 2014.
Evaluation of the clustering results (supplementary fig. S1 and supplementary table 1, Supplementary Material online) also suggested that the VLGs were appropriately clustered.
AuPosSOM scoring function provided good evaluation of the clustering, the scoring consistent with the distribution of the active compounds in the tree for eight datasets.
Evaluation of the cluster of differentiation antigens present on PI and cured cells verified their common origin from Raji cells (data not shown).
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