Irregular-to-regular Time Series Generation on Energy 70% missing
0.497DSDiff-MN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Diff-MNMissing Rate=70%2026.01 | 0.497 | 0.279 | 0.017 | |
| Diffusion-NCDEMissing Rate=70%, Imputation=NCDE2026.01 | 0.497 | 0.513 | 0.087 | |
| TimeVAE-NCDEMissing Rate=70%, Imputation=NCDE2026.01 | 0.498 | 0.604 | 0.136 | |
| GT-GANMissing Rate=70%2026.01 | 0.499 | 0.532 | 0.057 | |
| KoVAEMissing Rate=70%2026.01 | 0.5 | 0.377 | 0.08 | |
| TimeGAN-NCDEMissing Rate=70%, Imputation=NCDE2026.01 | 0.5 | 1.559 | 0.995 | |
| ProFITiMissing Rate=70%2026.01 | 0.5 | 0.442 | 0.045 | |
| HeTVAEMissing Rate=70%2026.01 | 0.5 | 1.323 | 1.578 |