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. 2020 Oct;10(5):1313–1324. doi: 10.21037/cdt-20-551

Table 4. The performance of different machine learning models in PMI5.

Models Drop Mean
SVM LR RF ANN SVM LR RF ANN
Accuracy 0.60 0.62 0.67 0.62 0.61 0.62 0.61 0.61
Sensitivity 0.62 0.62 0.68 0.56 0.66 0.62 0.66 0.61
PPV 0.58 0.59 0.59 0.62 0.58 0.59 0.58 0.61
F1-score 0.60 0.61 0.63 0.59 0.62 0.61 0.62 0.61
AUC 0.66 0.65 0.67 0.65 0.66 0.65 0.67 0.65

SVM, Support Vector Machine; LR, Logistic Regression; RF, Random Forest; ANN, Artificial neural network; PPV, positive predictive value; AUC, area under curve.