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.
| Models | SPECTF (IR = 3.9) | WHL (IR = 7.5) | Page Blocks (IR = 46.6) | Accuracy | AUC | Accuracy | AUC | Accuracy | AUC |
| Origin data | 0.827 | 0.839 | 0.891 | 0.560 | 0.984 | 0.987 | Bootstrap | 0.815 | 0.843 | 0.891 | 0.618 | 0.985 | 0.984 | tableGAN | 0.827 | 0.886 | 0.893 | 0.633 | 0.979 | 0.983 | MSMOTE-GAN | 0.840 | 0.898 | 0.944 | 0.850 | 0.970 | 0.980 |
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