Table 4 Comparisons of classifying the normal and the cancer samples (F1-score%)
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 | 97.62 | 32.30 | 54.97 | 96.72 | 97.28 | 97.72 | 97.74 |
KNN | 96.91 | 55.23 | 57.10 | 96.69 | 97.12 | 97.21 | 97.21 |
MLP | 98.56 | 49.42 | 58.51 | 97.55 | 97.64 | 97.76 | 97.83 |