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However, because the bootstrap distribution does not mimic the sample distribution for low W, the BCa method resulted in even lower coverages in these cases (figure 4, third row).
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Their study exploits the generative property of deep belief networks to mimic the samples from the original data, where these samples and the new observed samples are used to learn the new deep belief network which has adapted to the newly observed data.
To mimic the sampling of glands from opposite halves of the tumor, we restrict our sampling in the final generation to glands from the top-most and bottom-most branches of the tree (e.g. In Figure 7a, the top and bottom 2.5% of glands).
This methodology randomly draws multiple samples with replacement from the observed sample, thus mimicking the sampling variation in the population from which the sample was drawn.
Potential contamination problems were evaluated with procedural blanks which mimic the whole sample preparation method (extraction plus purification) without sample.
The human serum (HS) and new-born calf serum (NCS) spiked with antigen-specific antibody were studied to mimic the real sample analysis.
This approach allowed us to mimic the FIA sample design to investigate disagreement at the plot locations.
Each data set consisted of 1000 observations to mimic the baseline sample size in the TOPP study.
Next we prepared a cell block [ 32] to mimic the clinical sample preparation, which is then sectioned at 5 µm.
These mimic the full sample estimates reported in the first row of Table 3 showing that REMR estimates (when homogeneity assumption is met) lead to unbiased estimates.
We did random subset sampling to reduce the number of samples available to us to as low as 25% of the original data, during the training phase, to mimic the low sample size in clinical settings.
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