Irregular-to-regular Time Series Generation on Sines 50% missing
0.128DSDiff-MN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Diff-MNMissing Rate=50%2026.01 | 0.128 | 1.093 | 0.023 | |
| KoVAEMissing Rate=50%2026.01 | 0.171 | 5.584 | 4.719 | |
| TimeVAE-NCDEMissing Rate=50%, Imputation=NCDE2026.01 | 0.308 | 3.761 | 1.487 | |
| Diffusion-NCDEMissing Rate=50%, Imputation=NCDE2026.01 | 0.33 | 1.498 | 0.07 | |
| ProFITiMissing Rate=50%2026.01 | 0.344 | 1.236 | 0.112 | |
| GT-GANMissing Rate=50%2026.01 | 0.416 | 2.978 | 0.153 | |
| TimeGAN-NCDEMissing Rate=50%, Imputation=NCDE2026.01 | 0.427 | 3.739 | 2.954 | |
| HeTVAEMissing Rate=50%2026.01 | 0.5 | 3.449 | 4.236 |