Research Article

Construction and Validation of Predictive Model to Identify Critical Genes Associated with Advanced Kidney Disease

Table 2

The optimal parameters of different models were calculated for the validation of the test dataset.

ModelsPrimary parametersAccuracy rateAUC

SVM; ; 0.6820.717
L1-LogisticRegression; ; 0.6060.715
GBDT; ; ; ; 0.8640.963
RandomForest; ; 0.9240.963
XGBoost; ; ; ; 0.8940.978