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Also, the log transformation was able to remove heteroscedasticity, however only for the metabolites that are present in high concentrations.
A registration was defined as correct if the computed transformation was able to overlay the two images in such a way that corresponding areas of interest were visually confirmed to line up appropriately.
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Please also note that this transformation is able to be extended to the case that the sparse UCAs are composed of directional antenna elements.
At low temperatures (below 0.5 Tmelt), the excess defects in the crystal structure, generated by martensitic transformation, are able to increase the diffusion mobility of atoms in several orders of magnitude.
We then show that SAMs based on corner transformation are able to maintain clustering both in the index and in the data file for storage systems with fixed object positions and propose the MBR-MLGF as an example to implement such an index.
The improvement in CV (Table 3) and overall classification accuracy (Table 7) for colon dataset after introduction of data transformation signifies two implications: First, the transformation is able to increase the signal to noise ratio (SNR) of the cancer related signal because the resulted pair-wise gene expression ratios correlate stronger to tissue phenotype.
Parameters arising from generic element and substructure transformations are able to increase the range of candidate parameters, and furthermore are able to correct structural errors.
The effect of the log and the power transformation on the data as a means to correct for heteroscedasticity is shown in Figure 5. Compared to the clean data, the heteroscedasticity was reduced by the power transformation, although the power transformation was not able to remove it completely.
This transformation, followed by suitable thresholding, was able to successfully characterize the areas where nuclei are present.
In a foci formation assay that measures transformation of NIH 3T3 cells by eIF-4E, overexpression of PRH was able to block transformation.
It may be noted that the log-transformation is frequently applied, but maybe another transformation function (e.g., from the Box-Cox-family of transformation) would be able to eliminate scaling effects more effectively.
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