Figure 3.

Comparison of prediction performance of six machine learning classification algorithms. The six algorithms include Gradient Boosting Decision Tree (GBDT), Extreme Gradient Boosting (Xg-boost), Random Forest, Light-GBM, Decision Tree, and Support Vector Machine (SVM). The ROC curve of GBDT is shown by the yellow line, the ROC curve of Xg-boost is shown by the blue line, the ROC curve of Random Forest is shown by the green line, the ROC curve of Light-GBM is shown by the orange line, the ROC curve of Decision Tree is shown by the red line, the ROC curve of SVM is shown by the black line.