Synthetic Data Generation on CKD (test)
0.049MMDAugmented TimeGAN
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Augmented TimeGANepochs=7000, layers=3, latent_dim=24, noise_sd=0.22025.11 | 0.049 | 0.231 | 92.5 | 93.6 | 0.604 | |
| TimeDiffepochs=7000, layers=3, latent_dim=24, noise_sd=0.22025.11 | 0.073 | 0.235 | 49.4 | 77.2 | 0.703 | |
| DP-TimeGANepochs=7000, layers=3, latent_dim=24, noise_sd=0.2, epsilon=20, delta=10^-52025.11 | 0.091 | 0.312 | 84.4 | 90.4 | 0.778 | |
| SeriesGANepochs=7000, layers=3, latent_dim=24, noise_sd=0.22025.11 | 0.125 | 0.335 | 88 | 84 | 0.569 | |
| TransFusionepochs=7000, layers=3, latent_dim=24, noise_sd=0.22025.11 | 0.201 | 0.344 | 32.7 | 48.8 | 0.767 | |
| DP Normalizing Flowsepochs=7000, layers=3, latent_dim=24, noise_sd=0.2, epsilon=20, delta=10^-52025.11 | 0.253 | 0.323 | 70.1 | 71.8 | 0.723 |