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Then these statistical distances are used as the similarity metrics in term clustering and candidate phrases contain cluster exemplar terms are selected as keyphrases.
Using the cluster exemplar identified by Affinity Propagation, the net similarity is the sum of all similarities between each sub-cavity and its cluster's exemplar plus the sum of all exemplar preferences (Frey and Dueck, 2007).
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Graphical abstract Cluster exemplars and ePlatton's mechanism.
On NR, the clusters from known families are somewhat redundant because cluster exemplars are chosen separately for each family, and the families themselves are redundant.
Additionally, because sets are summarized by the selection of representatives rather than by listing cluster attributes, exemplars can be directly inspected for an efficient understanding of the variety of the land-cover patterns in the larger set.
Specifically, the most representative points called "exemplars" and the preferences in the source domain are considered for helping in the construction of the high-quality clustering model for insufficient target data.
Clustering patches derived from structures of the same protein target identifies conserved potential binding sites; the locations of highlighted exemplar clusters are shown on representative protein structures below each heat map.
Figure 5 shows exemplar clustered heat maps of SiteHopper PatchScores for HIV-1 protease and prothrombin with the location of highlighted exemplar clusters shown on representative protein structures below each heat map.
It can be seen that the exemplar clusters do associate to states, but there is a substantial amount of 'confusions'confusions
Affinity propagation was applied on the PNSM in order to identify groups of genes (or "exemplar" clusters), which correspond to similarity in protein interaction network partners.
Terms which are the cluster centroids are called exemplar terms.
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CEO of Professional Science Editing for Scientists @ prosciediting.com