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We demonstrate the performance of our methodology on two labeled benchmark datasets with respect to robustness, efficiency, and scalability.
The analysis of the varying VS performance on these prototype datasets showed that dataset composition does indeed exert a critical influence on VS validation and identified local clustering and global spread of the datasets with respect to the set of decoys as the factors with the highest impact on VS performance.
This consideration reinforces the claim that the worse results obtained for S.cerevisiae are not due to lower quality datasets with respect to E.coli, but are likely to reflect a more complex transcriptional regulation [31].
The improvements are consistent over the four testing datasets with respect to the major performance indicators.
In general, DawnRank outperforms DriverNet in all three cancer datasets with respect to CGC.
Figure 5(a) shows the success rate for all 3 datasets with respect to threshold matching scores.
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We show that our unsupervised model shows competitive classification results on the benchmark dataset with respect to strictly supervised approaches.
Figure 2 demonstrates the proportion of each attribute appeared in the training dataset with respect to the positive and negative instances.
Figure 2 shows the proportion of each attribute that appeared in the training dataset with respect to the positive and negative instances.
Finally, the synthetic MALM voltage maps are compared with the ones measured in the field in order to assess the information content of the MALM dataset with respect to the groundwater field characteristics.
A decrease in the ZF-B dataset with respect to transposon insertions in genes was found, suggesting that LINE1 repeats act as a sponge that "soak up" a fraction of SB insertions and thereby redirect them away from genes.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.
Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com