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Prediction performance of models for SM-miRNA up-regulation pairs. (A–E) AUC values of 5 machine learning algorithms are generated by the 5-fold cross validation on the training dataset. (A) Generalized Linear Models (GLM). (B) K-nearest Neighbors (KNN). (C) Support Vector Machine (SVM). (D) Gradient Boosting Machine (GBM). (E) Random Forest (RF). (F) AUC values of 5 models were calculated on the testing dataset.
