Research Article

Product Processing Quality Classification Model for Small-Sample and Imbalanced Data Environment

Table 8

Accuracy and AUC value on SPECTF, WHL and Page Blocks data sets.

ModelsSPECTF (IR = 3.9)WHL (IR = 7.5)Page Blocks (IR = 46.6)
AccuracyAUCAccuracyAUCAccuracyAUC

Origin data0.8270.8390.8910.5600.9840.987
Bootstrap0.8150.8430.8910.6180.9850.984
tableGAN0.8270.8860.8930.6330.9790.983
MSMOTE-GAN0.8400.8980.9440.8500.9700.980