Table 3 Comparisons of classifying the normal and the cancer samples (Accuracy%)
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 | 97.63 | 39.47 | 55.49 | 96.70 | 97.29 | 97.72 | 97.74 |
KNN | 96.91 | 64.04 | 64.61 | 96.68 | 97.11 | 97.21 | 97.20 |
MLP | 98.55 | 48.87 | 59.56 | 97.54 | 97.64 | 97.75 | 97.82 |