Table 5 Comparisons of classifying the normal and the cancer samples (Mcc%)
From: Mdwgan-gp: data augmentation for gene expression data based on multiple discriminator WGAN-GP
Methods | Real | CGAN | CWGAN | CWGAN-GP | Gene-CWGAN | S-WGAN-GP | MDWGAN-GP |
|---|---|---|---|---|---|---|---|
RF | 94.61 | 2.17 | -2.39 | 92.76 | 93.83 | 94.83 | 94.89 |
KNN | 92.99 | -1.37 | 1.97 | 92.59 | 93.49 | 93.67 | 93.68 |
MLP | 96.73 | -11.88 | 5.02 | 94.52 | 94.70 | 94.97 | 95.12 |