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Using a uniform sample size of 4070 sequences (the smallest 16S rRNA dataset in the study), estimated coverage for bacteria ranged from a minimum of 92.5% of OTUs (night in January) to a maximum of 98.4% (10pm in August) (Figure 1; Table 2).
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Measurements were chosen by means of the random number generator in Excel using a uniform distribution, whereby the sample with the largest assigned random number from each patient's group of samples was chosen.
Each image is generated using a uniform grid of (1000times1000) rays, sampling 60 uniformly logarithmically spaced frequency bins between 109 Hz and 1015 Hz.
To perform the initial large scale search, we performed random sampling using a uniform hypercube to obtain initial parameter values.
Samples were collected from 30 patients and 30 healthy donors using a uniform protocol.
Up to now, harmonic balance methods have used a uniform time sampling of the period of interest, but in the case of several frequencies, non-necessarily multiple of each other, harmonic balance methods can face stability issues due to a bad condition number of the Fourier operator.
In all cases the experimental setup was identical, and the only difference between the boosting and the bagging algorithms was that bagging used a uniform distribution for each bootstrap sample of the data and uniform weights on the expert models.
The main steps are: (1) use the uniform design method to generate initial samples; (2) transform each obtained initial sample into a uniform sample pair based on the safe load and failure load close to the limit load.
While deploying a system handling only VCF files might be easier, we believe that for detailed analysis of a single nucleotide position it is desirable to use a uniform assessment of variants across all samples, which will be difficult to guarantee for legacy VCF files produced at different times using different pipelines.
We use a uniform distribution.
A uniform sampling fraction was used.
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