Irregular-to-regular Time Series Generation on Energy (50% missing)
0.487DSDiff-MN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Diff-MNMissing Rate=50%2026.01 | 0.487 | 0.252 | 0.022 | |
| Diffusion-NCDEMissing Rate=50%, Imputation=NCDE2026.01 | 0.489 | 0.351 | 0.058 | |
| TimeVAE-NCDEMissing Rate=50%, Imputation=NCDE2026.01 | 0.496 | 0.533 | 0.101 | |
| TimeGAN-NCDEMissing Rate=50%, Imputation=NCDE2026.01 | 0.499 | 1.343 | 0.585 | |
| ProFITiMissing Rate=50%2026.01 | 0.499 | 0.35 | 0.033 | |
| KoVAEMissing Rate=50%2026.01 | 0.5 | 0.368 | 0.067 | |
| GT-GANMissing Rate=50%2026.01 | 0.5 | 0.473 | 0.051 | |
| HeTVAEMissing Rate=50%2026.01 | 0.5 | 1.095 | 0.917 |