Suggestions(1)
Exact(2)
The second and third principal components, accounting for 10.30 % and 5.70 % of the variance, respectively, separate certain cell types from the rest of the datasets.
For the sake of clarity and space considerations, we focus on the results for one breast cancer dataset (GSE4922 [GEO GSE4922]; Table 1) and we point to similarities with and differences from the rest of the datasets, for both breast and other cancer types.
Similar(56)
This is valid for the rest of the dataset.
The time-series of a single voxel could have a low signal to noise ratio and therefore easily show a rather distinct pattern from the rest of the dataset.
PC 3 and PC4 accounted for 5% and 3% respectively, and separated small clusters of individuals from the same sampling locations from the rest of the dataset.
The reads for these two transcripts can be assembled fairly well when separated from the rest of the dataset, especially in the case of ESM1.
Apart from UniProtKB data which is downloaded using UniProtJAPI, the rest of the datasets are extracted from files provided in ftp servers of each database.
On the rest of the datasets, this capacity ranges from 65%to70%0%, a significant improvement over the alternative methods considered here.
The OL and NE dataset results are displayed here, while the rest of the datasets follow a similar trend.
What happens in the rest of the datasets?
The rest of the datasets, corresponding to higher imbalance degrees, were built incrementally so that the dataset with the imbalance degree of 1-to-10 contains all the instances from the 1-to-5 dataset, and also contains additional negative instances to reach the desired imbalance.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com