Fig. 5

ROC curve for A individual miRNAs on the validation set. B Gradient Boosted (GB), XGBoost (XGB), and support vector machine (SVM) with preset hyper-parameters on the validation set. C Hyper-tuned GB, XGB, and SVM and a hard voting ensemble (HVE) made of the three hyper-tuned models on the validation set. D GB, XGB, SVM, and HVE on test set