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The first one is to present specialized measures directed to assess the imbalance level in multilabel datasets (MLDs).
One of them considers each label combination as class identifier, whereas the other one performs an individual evaluation of each label imbalance level.
Means have been computed over all iterations from all cross-validation folds for every combination of dataset, imbalance level and query selection criteria.
Based on the results, we observe that the power imbalance level in the channel amplitude model increases the outage probability of the DBF algorithm.
As an example of the utility of the generated dataset, 18 targets which have imbalance level varying from 1 10 to 1 1000 (ratio of active/inactive) were chosen for building support vector machine (SVM) models using LIBSVM [40].
Our approach consisting of identifying heterozygous SNPs using solely the RNA-seq data restricts our ASE analysis to SNPs for which the observed imbalance level does not exceed 15 85%, the threshold beyond which SNPs are called homozygous.
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This work proposes to identify different imbalance levels in a scaled wind turbine through vibration signals analysis.
The magnitudes of the stiffness ratio and Coulomb sliding friction coefficient were found to have almost negligible effect on the system's response for relatively large imbalance levels.
We trace this counterintuitive behavior to a metabolic imbalance: levels of TCA-cycle metabolites including α-ketoglutarate are high, and levels of the key regulatory molecule cAMP are low.
Then, during operations, the closest adjacent levels of class imbalance are periodically estimated using the Hellinger distance between the data distribution of inputs and that of imbalance levels, and used to approximate the most accurate BC of classifiers from operational points of these curves.
For relatively small imbalance levels, however, the variation of these parameters' magnitudes were found to be effective in reducing the system's response amplitude and decreasing or totally eliminating the range of operating speed where non-synchronous vibrations occurred in the system's response.
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CEO of Professional Science Editing for Scientists @ prosciediting.com