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Due to the high number of features and the limited number of samples (i.e. 870 samples), we perform a feature selection step.
Moreover, we combine the two groups to perform a feature selection to estimate the structural features with the highest classification ability in order to optimize the classification performance.
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None of these tools however perform a feature-sensitive analysis as the one proposed in this study.
The optimization process also performed a feature selection to reduce the number of signal features, optimizing the number of network inputs.
To assess the contribution of IT and k-mer features, we performed a feature selection experiment on the combined k-mer + IT feature set selecting the top ranked features using information gain (Fig. 1).
In addition, during the training and testing of the classifiers, we have performed a feature selection phase using the SMO algorithm with a view to removing redundant features, thus improving classifiers performance.
The platform also offers a kind of dashboard to partners, which includes real-time reports to track how well affiliate deals are performing; a feature to create different widgets to link through to groupon deals; access to Groupon's APIs to integrate deeper into a site.
In order to get rid of redundant features, we have performed a feature selection procedure using RELIEFF [ 26].
For each method, we first performed a feature selection step to identify informative explanatory variables or 'features'features
If performed, a feature that may be seen is a soft tissue mass displacing loops of bowel.
Additionally, combining the two groups and performing a feature selection showed that four of the five selected features were entropy-based.
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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