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Thus, multiple clustering runs were performed to check the reproducibility of the final clustering.
The consensus clustering algorithm aims at producing robust clustering results by averaging over multiple clustering runs such that the sensitivity to settings and initialization are diminished.
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G-Hadoop is an extension of the Hadoop MapReduce framework with the functionality of allowing the MapReduce tasks to run on multiple clusters.
However, the distribution in the execution profile remains nearly the same when run on multiple cluster nodes.
Parallel applications run as separate instances on multiple cluster members.
The clustering takes increasing time for different numbers of clusters, but we limited each clustering run to ∼1 h (while relying on multiple initialization as a guard against local minima).
In doing so, we run the risk of producing 'optical duplicates', that is, identifying multiple clusters, and therefore reads, where there is only really one.
Before running ALCHEMY, SNPs in BOPA1 and BOPA2 with strong compression or multiple clusters were removed.
It allows developers to build real-time apps without managing the complexity of multiple clusters.
Fuzzy clustering is an effective clustering approach which associates a data point with multiple clusters.
We run CFinder with a range of k and keep all clusters of size ≤500; each protein may thus be in multiple clusters.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com