Explainable Machine Learning-Based Prediction Model for Diabetic Nephropathy

Figure 4

ROC curves of the four models based on the test set data. XGB: extreme gradient boosting; RF: random forest; DT: decision tree. The red line indicates the XGB model based on the LASSO selection feature (), the orange line indicates the RF model based on the LASSO selection feature (), the yellow line indicates the logistic model based on the LASSO selection feature (), and the black line indicates the DT model based on the LASSO selection feature ().