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Using TargetScan software [ 20], we found 307 predicted miR-21-5p targenesgenes with high prediction score.
Functional analysis revealed some molecules targeted miRNAs with high prediction, validation of the relationship between the miRNA and these predicted targets are necessary for extending the molecular network of IA.
We predicted all 746 × 817 drug ADR pairs, and selected those associations with high prediction confidence by setting a cutoff according to the precision-recall curve obtained from cross-validation.
To facilitate engineering applications, some suggestions and empirical correlations with high prediction accuracy were proposed.
These complexities pose a big challenge to the building of a single QSAR model with high prediction accuracy.
SVMs produce very efficient classifiers with high prediction accuracy and less overfitting even if training examples contain errors.
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The spatial pattern in prediction uncertainty mimics that of the predictions, where high levels of prediction uncertainty coincide with high predictions and vice versa.
Additionally, it was observed that the NB based model with both ECFP4 and MACCS fingerprints predicted the active compounds with higher prediction scores compared to RF models (Table 2).
From our observations, the true positives are more often predicted by combining multiple models, and with higher prediction scores.
Further, the technique with higher prediction accuracy will be used for analysis.
Though this prediction method looks like the one described in [15], it is a different one with higher prediction accuracy.
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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