Table 4.

Accuracy, precision, recall, AUROC and F1-score for the methods tested with different hyperparameters evaluated by 10 times 5-fold Cross Validation (mean and standard deviation of the 10 times’ division).

	(η,W,C,S)	Accuracy	Precision.OA	Precision.Control
(${\mathcal{F}}_1,{\mathcal{P}}_1$)	—	0.737 (0.025)	0.760 (0.032)	0.718 (0.023)
(${\mathcal{F}}_2,{\mathcal{P}}_1$)	—	0.763 (0.050)	0.770 (0.060)	0.762 (0.053)
(${\mathcal{F}}_2,{\mathcal{P}}_2$)	(0.001,2,0.7,0.5)	0.793 (0.032)	0.793 (0.028)	0.797 (0.046)
(${\mathcal{F}}_2,{\mathcal{P}}_2$)	(0.001,1,0.7,0.5)	0.804 (0.022)	0.804 (0.020)	0.808 (0.038)
(${\mathcal{F}}_2,{\mathcal{P}}_2$)	(0.01, 2, 0.7,0.5)	0.807 (0.034)	0.804 (0.029)	0.812 (0.046)
(${\mathcal{F}}_2,{\mathcal{P}}_2$)	(0.01, 1, 0.7,0.5)	0.813 (0.023)	0.811 (0.022)	0.817 (0.032)
(${\mathcal{F}}_2,{\mathcal{P}}_2$)	(0.01,1,0.5,0.5)	0.814 (0.025)	0.807 (0.026)	0.822 (0.028)
(${\mathcal{F}}_2,{\mathcal{P}}_3$)	(0.01,1,0.7,0.5)	0.802 (0.039)	0796 (0.035])	0.811 (0.054)
(${\mathcal{F}}_2,{\mathcal{P}}_3$)	(0.001,1,0.7,0.5)	0.800 (0.034)	0.795 (0.033)	0.807 (0.043)
(${\mathcal{F}}_2,{\mathcal{P}}_3$)	(0.01,2,0.7,0.5)	0.805 (0.044)	0.800 (0.039)	0.814 (0.058)
(${\mathcal{F}}_2,{\mathcal{P}}_3$)	(0.01,2,0.7,0.7)	0.805 (0.044)	0.800 (0.039)	0.814 (0.058)
(${\mathcal{F}}_2,{\mathcal{P}}_4$)	—	0.795 (0.035)	0.790 (0.036)	0.802 (0.042)
(${\mathcal{F}}_2,{\mathcal{P}}_2+{\mathcal{P}}_3$)	(0.01,1,0.5,0.5)+ (0.01,2,0.7,0.5)	0.823 (0.029)	0.815 (0.033)	0.833 (0.035)
	(η,W,C,S)	Recall.OA	Recall.Control	AUC	Mean.F1.Score
(${\mathcal{F}}_1,{\mathcal{P}}_1$)	—	0.693 (0.030)	0.780 (0.038)	0.805 (0.026)	0.736 (0.025)
(${\mathcal{F}}_2,{\mathcal{P}}_1$)	—	0.757 (0.072)	0.770 (0.080)	0.838 (0.024)	0.762 (0.051)
(${\mathcal{F}}_2,{\mathcal{P}}_2$)	(0.001,2,0.7,0.5)	0.796 (0.061)	0.791 (0.036)	0.858 (0.025)	0.793 (0.032)
(${\mathcal{F}}_2,{\mathcal{P}}_2$)	(0.001,1,0.7,0.5)	0.807 (0.053)	0.802 (0.030)	0.861 (0.033)	0.804 (0.022)
(${\mathcal{F}}_2,{\mathcal{P}}_2$)	(0.01, 2, 0.7,0.5)	0.811 (0.060)	0.802 (0.347)	0.868 (0.031)	0.806 (0.034)
(${\mathcal{F}}_2,{\mathcal{P}}_2$)	(0.01, 1, 0.7,0.5)	0.817 (0.040)	0.809 (0.027)	0.875 (0.038)	0.813 (0.023)
(${\mathcal{F}}_2,{\mathcal{P}}_2$)	(0.01,1,0.5,0.5)	0.826 (0.031)	0.802 (0.030)	0.870 (0.029)	0.814 (0.025)
(${\mathcal{F}}_2,{\mathcal{P}}_3$)	(0.01,1,0.7,0.5)	0.813 (0.063)	0.791 (0.040)	0.859 (0.035)	0.802 (0.039)
(${\mathcal{F}}_2,{\mathcal{P}}_3$)	(0.001,1,0.7,0.5)	0.809 (0.050)	0.791 (0.039)	0.864 (0.029)	0.800 (0.034)
(${\mathcal{F}}_2,{\mathcal{P}}_3$)	(0.01,2,0.7,0.5)	0.815 (0.068)	0.796 (0.044)	0.861 (0.035)	0.805 (0.044)
(${\mathcal{F}}_2,{\mathcal{P}}_3$)	(0.01,2,0.7,0.7)	0.815 (0.068)	0.796 (0.044)	0.861 (0.035)	0.805 (0.044)
(${\mathcal{F}}_2,{\mathcal{P}}_4$)	—	0.804 (0.048)	0.785 (0.044)	0.795 (0.035)	0.794 (0.035)
(${\mathcal{F}}_2,{\mathcal{P}}_2+{\mathcal{P}}_3$)	(0.01,1,0.5,0.5)+ (0.01,2,0.7,0.5)	0.837 (0.044)	0.809 (0.043)	0.870 (0.033)	0.823 (0.029)