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Before the listening test, some training samples were presented to the listeners to familiarize them with the test procedure.
Maybe we could have prevented this by introducing some training samples which indicate a "best" and "worse" sample.
However, there is too much noise in gene expression data, which causes that the discriminative features are not obvious and the test samples can also be represented by some training samples from different classes.
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On the other hand, since some unqualified training samples should be removed, the GIP algorithm cannot achieve an acceptable performance of clutter suppression when the number of training samples is deficient.
Some of the training samples are shown in Fig. 3.
Following the hypothesis that some of the training samples might not have the correct label or might not characterise their target classes well, a new training set was generated by disconsidering samples for which more than 30% of the classifiers disagreed about the label: s3, s7, s47, s66 and s77.
During the training, 1000 forward-direction vehicle images with different shapes, colors, and lighting conditions were selected as training samples; some are shown in Fig. 2.
To enhance the generalization performance of boosting learning, we used some transformations in the training samples (mirror reflection, rotate the images, etc)., and finally increased the original number of samples by a factor of 64.
It was concluded that, instead of adding more training samples, eliminating some samples that show undesired aerodynamic performance yield a remarkable improvement in surrogates' performance.
Such prior information can be easily extracted from some training MRI samples of these tissues.
In addition, differing from some existing studies, this method does not need training samples and is relatively easy to implement in practice.
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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