评价指标

输入数据

CM1

MW1

PC1

KC3

JM1

Average

AUC

原始数据

0.5304

0.5665

0.6410

0.6735

0.6260

0.60748

SMOTE

0.7643

0.6729

0.8123

0.7903

0.6839

0.74474

ADASYN

0.7117

0.6604

0.825

0.7814

0.6754

0.73078

SMOTE-Tomek

0.7951

0.6812

0.8320

0.8258

0.7085

0.76852

F1-measure

原始数据

0.1600

0.1653

0.2537

0.3670

0.2383

0.23686

SMOTE

0.2273

0.4000

0.2800

0.4400

0.3497

0.34222

ADASYN

0.1403

0.3362

0.3300

0.3670

0.3497

0.30464

SMOTE-Tomek

0.2532

0.4000

0.3496

0.4541

0.3649

0.36154

G-mean

原始数据

0.5000

0.5448

0.6102

0.6618

0.6105

0.58546

SMOTE

0.7586

0.6731

0.7821

0.7731

0.6679

0.73096

ADASYN

0.6317

0.6000

0.8126

0.8119

0.6735

0.70594

SMOTE-Tomek

0.7948

0.6731

0.8279

0.8218

0.7082

0.76516