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Secondly, we also care about how the time cost in switching off/on a switch will affect the system performance in real data centers, which is actually a common concern of this research field.
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The unexpected generally good performance of G-BLUP in real data is connected to several issues that have been revealed to some extent.
The correlation gives information about the performance of non-quantifiable variables in real data (number of chimeric contigs, number of reads that assembled into its original genome, the percentage of mapping reads and the percentage of identity against its original genome) using variables that can be measured (number of contigs, N50, percentage of reads assembled and the largest contig).
For MeRIP-Seq, as the ground truth is not available for the differential RNA methylation status in real data, the performance of our proposed method (FHB and FHC strategy) was first validated on simulated datasets.
Because we do not have the ground truth for the methylation status in real data, the performance of HEPeak was first validated using a simulated data, where read counts for the IP and the control samples were simulated according to the proposed HEPeak model.
Previous studies have also shown good performance of boosting in dealing with different continuous traits in real data [ 8].
We evaluated the performance of the method by simulations and confirmed the expectations in real data.
In addition to improved performance over existing methods, the algorithm is robust to the levels of noise present in real data.
a Utility in real data, b time in real data and c memory in real data.
The recommended seeds show consequently good performance in real biological data.
To achieve high performance in real-time data transfer from hardware to software, mapping techniques must be used to avoid unnecessary data copying.
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