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When biological replication is inadequate for a given level of data complexity, model overfitting could result in an incorporation of both signal and noise, leading to unsuccessful predictions later [ 36, 37].
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These data measure the probability of seeing false positives for a given level of significance.
The optimal number of samples to be multiplexed for genotyping with a given level of confidence can be determined by simulating data before the run.
To meet the given level of FER, a range of CIR is prescribed for each data rate.
The data show that the survival at any given level of H2AX phosphorylation was similar for etoposide and CLM.
Consequently, each simulation run generated a random subset of original, missing (for a given missing level), imputed data for the diversity component analysis.
Given this level of data complexity, it is important for the researcher to have tools with which to visualize and explore data.
The three-dimensions color plots allow to assess in a graphic way the level of confidence for a given coexpression data subset.
The acquisition will give Box a level of data analytics that is often a required feature for enterprise customers.
The beach-ridge records suggest that the synthetically derived data underestimate the return periods by an order of magnitude for a given inundation level.
In particular, for a given data set, the noise level is governed by the fraction of tumor cells.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com