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. 2023 Nov 29;23:276. doi: 10.1186/s12911-023-02377-z

Fig. 3.

Fig. 3

Comparison of the area under the receiver operating characteristic curves for eleven machine learning algorithms. Abbreviations: LR, logistic regression; RF, random forest; SVC, support vector classification; XGBoost, extreme gradient boosting; GBDT, gradient boosting decision tree; MLP, multilayer perceptron; LDA, linear discriminant analysis; AdaBoost, adaptive boosting; GaussianNB, Gaussian naive Bayes; LightGBM, light gradient boosting machine