Irregular-to-regular Time Series Generation on Sines 70% missing
0.182DSDiff-MN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Diff-MNMissing Rate=70%2026.01 | 0.182 | 1.308 | 0.033 | |
| KoVAEMissing Rate=70%2026.01 | 0.228 | 6.393 | 5.521 | |
| GT-GANMissing Rate=70%2026.01 | 0.341 | 2.559 | 0.163 | |
| ProFITiMissing Rate=70%2026.01 | 0.392 | 1.443 | 0.138 | |
| Diffusion-NCDEMissing Rate=70%, Imputation=NCDE2026.01 | 0.421 | 1.997 | 0.095 | |
| TimeVAE-NCDEMissing Rate=70%, Imputation=NCDE2026.01 | 0.426 | 3.397 | 1.196 | |
| TimeGAN-NCDEMissing Rate=70%, Imputation=NCDE2026.01 | 0.44 | 3.981 | 12.478 | |
| HeTVAEMissing Rate=70%2026.01 | 0.5 | 3.967 | 2.488 |