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This observation can be confirmed by inspecting the values of the loadings, reported in Figure 8: indeed, the scores plotted in Figure 7 show how the two clusters are separated along PC1, so that the loadings along this component should account for the observed differences.
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Since we were looking for genes that could enable us to differentiate among types of cell lines, and hence be useful as markers for each class, we inspected the values of these genes manually.
For the purposes here, the CMIs were split into six bands, with break-points determined by inspecting the values and the distribution of residents across the 44 groups.
Inspecting the parameter values of this model shows that as the number of alternatives increases (and the similarity between the alternatives as well), the drift rate estimate for the correct responses decreases (Fig. 8, middle panel).
In the present study, we try to overcome the problems of non-normal distributions of data, by inspecting the maximum value or values of productivity at each level of species number, and we compare this function with the average diversity response.
This chart is able to detect two-sided mean shifts and increasing variance shifts by inspecting the absolute value of sample mean shift.
Fourth, we inspected the residual values of the error term to ensure that they exhibited no temporal patterns.
(5) By inspecting the set of values of, which all entail costs as close as possible to the budget constraint R, the combination of n s and n d offering the smallest variance can be identified.
Convergence to a stable posterior sample of values was assessed by visually inspecting the traceplot of simulated values and with the R coda package to calculate the Brooks-Gellman-Rubin statistic, which compares within chain variation to across chain variation (Plummer et al. [2012]).
Typically, a selection is made by inspecting the fall-off of singular values of the most significant components, rejecting higher components having singular values that are in excess of a linear trend for the most significant components.
We independently validated the normalization in every dataset by inspecting the distribution of expression values.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com