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. 2021 Jul 6;13(7):1026. doi: 10.3390/pharmaceutics13071026

Table 2.

The best 3 models for each performance metric, based on mean scores. A ranking of 1 signifies the highest score for a performance metric.

Model Ranking AUROC Weighted Recall Weighted Precision Weighted f1
1 Extra trees Passive aggressive SVM Extra trees
2 Random forest Perceptron Random forest MLP
3 Gradient boosting MLP Extra trees Gradient boosting
Best ranking models: extra trees (7 points), random forest (4 points), MLP (3 points)