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To interrogate if there are replication timing domains that are conserved across cancer types, we identified regions that displayed consistent differences in replication timing domains in the cancer datasets compared to all other non-cancer datasets.
The results show that correlation between actual and estimated proportion is higher by an average of 0.25 for the artificial datasets compared to a situation where variability is not considered.
The measured anteversion for female subjects was found to be twice as high as that for male subjects: 13 ± 6.4° vs. 6.3 ± 7.8° using the training datasets compared to 12.96 ± 6.68 vs.
Further, VNS+SVM method is more effective on both Australian and German datasets compared to both LS+SVM and SLS+SVM.
The proposed VNS+SVM method performs better on both German and Australian datasets compared to SVM, LS+SVM, SLS+SVM and other well-known classifiers.
We now have two placebos (the two dotted lines in Fig. 5) and the cohort trends seem reasonably parallel but more overlapping here in the CPS datasets compared to the ACS survey.
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The experimental comparison validates both the effectiveness and the efficiency of GFRNN on forty imbalanced datasets, comparing to nine typical methods.
The tumor suppressor miRNA of miR-31 were downregulated in BC datasets comparing to the BO datasets [ 27].
Our experiments with three real-world datasets show that our approach gives an improvement of 50% to 300% in the crowd cost to resolve a dataset, compared to using only tasks of the same interface.
The experimental results demonstrate the ability of the method to identify possible segmentations in a dataset, compared to algorithms that only yield a single clustering solution.
For upsampling a target size of 200% (number of instances) of the upsampled training dataset compared to the original dataset is employed.
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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