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Combining functional annotation and GO classifications with hierarchical clustering helped to identify groups of co-regulated transcripts.
Our methodological approach of unsupervised hierarchical clustering helped overcome some of the complexities of SELDI-TOF MS to yield biologically meaningful and interpretable data.
Of the 5,255 single-pass sequences obtained from this work, trimming and clustering helped identify 3,126 unigenes, and of these only 314 unigenes showed similarity to sequences from the existing database.
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Simulations indicate that the clustering helps to stabilize the tetragonal structure, while a diluted W dopant induces more structural distortion and V V pairing.
Information granulation realized with the use of the standard C-Means clustering helps determine the initial values of the parameters of the fuzzy models.
Information granulation realized with the use of the commonly exploited C-Means clustering helps determine the initial values of the parameters of the fuzzy models.
Although clustering helps by improving the clock speed, reducing the energy consumption of the logic, and making the design simpler, it introduces extra overheads by way of inter-cluster communication.
Postdocs Kamal Baloch of MIT, the lead author of the study, and Aaron Jofnston-PeCFNof CFN actually applied these imaging techniques to the same samples that first launched the controversy over clustering, helping resolve the issue.
Hence, dynamic clustering helps in maintaining fairness among UTs.
The clustering helps understand students' learning behavior as either a procrastinator or an individual learner.
Besides, clustering helps us to increase security of the network by allowing implementation of complex cryptography algorithms.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com