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The relatively small data sets produced for training tend to show evidence of overfitting based on the works reviewed herein.
It can also handle relatively small data sets without using any augmentation or fine-tuning techniques.
In order to compensate for the imbalance of relatively small data set of 40 images the authors weight the loss function to focus on the less common classes.
While the first generation of supercomputing involved simulating physical processes with relatively small data sets, the tremendous increase in data storage technology has led to a renaissance in experimental science, Dr. Gray said.
The high-order cumulants are found to be relatively insensitive to the number of data used, and relatively small data sets are sufficient to provide cumulant maps.
This is the first study which introduces a hybrid fuzzy regression-design of experiment for improvement of energy consumption estimation and forecasting with relatively small data sets.
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Most prior studies of involuntary admission and other types of coercion have been carried out on relatively small data-sets.
Even for a relatively smaller data set, such as the mouse gut metagenome, consisting of 1,744,283 sequences with average length around 100 bp [ 16], the total analysis time needed by the meta-rna program would exceed 9 hours.
Although the proportion of data from more than 30 years ago is relatively small (28 data points), the influence of the secular trend cannot be ruled out.
For the first set of tests, we use a smaller number range for input, which translates into a relatively small intermediate data file size: each map task creates around 15 MB of output data.
This result might have been caused by using a relatively small SNP data set.
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