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For our purposes, a perfectly representative dataset for a small region is a more effective choice.
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The leave-one-out technique is, in essence, an n-fold cross-validation technique (n being the number of instances in the dataset) and, for a small dataset, a good predictor of a scheme's performance on an independent dataset.
Synthetic-lethality interactions in the newer BioGRID dataset are (except for a small number of false positives weeded out since 2005) a superset of the older data.
Both the standard evaluation protocols for each dataset and a small sample size setting are employed.
It should be noted that the datasets are available for a small fee for individuals, local institutions and international institutions [ 30].
The main conclusion is that if one set of classification rules for a specific landscape was determined for a high-resolution dataset at a small subset, it could be applied for larger areas even if only coarser digital elevation model information were available.
This was also the case for all codons of tef-1 for the heterothallic dataset, while a small proportion (3.3%) of the sites of this gene was found to evolve under positive selection among homothallic taxa (i.e. found in a class with ω of 6.062 using both the discrete and positive selection model: Supplemental Table S1 (Additional file 1)).
For an evaluation metric, since there are more than hundreds (or thousands) of labels for a dataset, a small performance difference between two comparing algorithms is also significant.
Such a design allowed more qualified gene and gene pairs for datasets with a small NC population where genotyping and sampling qualities usually exhibit large variations.
Although BEDROC and ROCAUC are frequently used ranking-based scores, it would be argued that such ranking-based scores are not very appropriate for a small dataset like the odour dataset [65].
In [7], the authors used a dataset provided by a small company for providing music applications, namely Crayonroom.
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CEO of Professional Science Editing for Scientists @ prosciediting.com