Irregular-to-regular Time Series Generation on Sines 30% missing
0.105DSDiff-MN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Diff-MNMissing Rate=30%, Sequence length=Average of 12, 24, 36, Number of experts=42026.01 | 0.105 | 0.953 | 0.013 | |
| KoVAEMissing Rate=30%, Sequence length=Average of 12, 24, 362026.01 | 0.142 | 5.134 | 4.172 | |
| Diffusion-NCDEMissing Rate=30%, Sequence length=Average of 12, 24, 36, Imputation=NCDE2026.01 | 0.2 | 1.462 | 0.056 | |
| TimeVAE-NCDEMissing Rate=30%, Sequence length=Average of 12, 24, 36, Imputation=NCDE2026.01 | 0.234 | 4.767 | 1.999 | |
| GT-GANMissing Rate=30%, Sequence length=Average of 12, 24, 362026.01 | 0.302 | 2.644 | 0.099 | |
| ProFITiMissing Rate=30%, Sequence length=Average of 12, 24, 362026.01 | 0.307 | 1.163 | 0.079 | |
| TimeGAN-NCDEMissing Rate=30%, Sequence length=Average of 12, 24, 36, Imputation=NCDE2026.01 | 0.455 | 3.477 | 4.963 | |
| HeTVAEMissing Rate=30%, Sequence length=Average of 12, 24, 362026.01 | 0.491 | 3.158 | 1.178 |