Method

PPV

Recall

F1-score

AUC

SVM

SMOTE

0.6934

0.7358

0.7935

0.66772

Border Line

0.6132

0.5978

0.7122

0.70235

ADASYN

0.8445

0.9472

0.9070

0.77380

SMOTEENN

0.7044

0.7625

0.8051

0.60782

SMOTE-Tomek

0.7072

0.7268

0.7989

0.73840

DT

SMOTE

0.9830

0.9856

0.9893

0.98576

Border Line

0.9808

0.9828

0.9879

0.98677

ADASYN

0.9786

0.9822

0.9866

0.98621

SMOTEENN

0.9665

0.9643

0.9788

0.97599

SMOTE-Tomek

0.9797

0.9842

0.9873

0.97653

Bayes

SMOTE

0.7418

0.8332

0.8378

0.69577

Border Line

0.7451

0.8380

0.8403

0.69175

ADASYN

0.7429

0.8380

0.8392

0.68488

SMOTEENN

0.6868

0.7199

0.7864

0.70178

SMOTE-Tomek

0.7407

0.8312

0.8369

0.69547

AdaBoost

SMOTE

0.9868

0.9931

0.9918

0.98714

Border Line

0.9879

0.9931

0.9925

0.98726

ADASYN

0.9885

0.9945

0.9928

0.98506

SMOTEENN

0.9775

0.9808

0.9859

0.98658

SMOTE-Tomek

0.9879

0.9945

0.9925

0.99304