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A good clustering method will produce high quality clusters with high intra-class similarity and low inter-class similarity.
The numerical experiments demonstrate that AMG-based clustering can achieve high quality clusters and improve circuit placement designs with low computational cost.
High quality clusters can be obtained, but this often leads to a large number of clusters.
QT clustering algorithm groups genes into high quality clusters based on two parameters: "minimum cluster size" and "minimum correlation".
PAM and CLARANS are both medoid-based partitioning algorithms and both were found to produce high quality clusters.
Our approach involved the creation of a discrepancy measure specifically designed for time series data and the application of a clustering routine that seeks to create high quality clusters (rather than high-inclusion clusters).
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Because transferring knowledge from the auxiliary domain has been demonstrated to be useful, it is possible to develop an appropriate clustering algorithm for these scenarios in view of transfer learning, where useful information from relevant source domains can be used to complement the decision process and to identify the appropriate number of clusters and a high quality clustering result.
While most analyses demonstrate favourable short-term outcomes for MDA, additional high quality, cluster-randomized trials are required.
First consider all data points as potential cluster centers and then find high quality cluster centers and their members by updating messages.
Using zebrafish and medaka as example organisms, we show that accurate repeat masking is an important factor for obtaining a high quality clustering.
Two high quality cluster RCTs, aimed at improving perinatal care practices, showed a reduction in maternal mortality reaching statistical significance (OR 0.62, 95% CI 0.39 to 0.98).
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