模型

采样方式

Accuracy

Precision

Recall

F1 Score

Auc

LR

Random Undersampling

0.712

0.682

0.796

0.735

0.800

Random Oversampling

0.711

0.682

0.790

0.732

0.800

SMOTE

0.712

0.683

0.794

0.734

0.801

ADASYN

0.692

0.655

0.783

0.713

0.774

DT

Random Undersampling

0.867

0.839

0.908

0.872

0.871

Random Oversampling

0.948

0.917

0.985

0.950

0.954

SMOTE

0.909

0.901

0.919

0.910

0.913

ADASYN

0.894

0.892

0.893

0.892

0.899

SVM

Random Undersampling

0.745

0.697

0.867

0.773

0.825

Random Oversampling

0.762

0.719

0.863

0.784

0.840

SMOTE

0.763

0.717

0.870

0.786

0.842

ADASYN

0.740

0.684

0.876

0.768

0.812