Irregular-to-regular Time Series Generation on Energy 30% missing
0.422DSDiff-MN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Diff-MNMissing Rate=30%2026.01 | 0.422 | 0.27 | 0.02 | |
| Diffusion-NCDEMissing Rate=30%, Imputation=NCDE2026.01 | 0.46 | 0.292 | 0.065 | |
| KoVAEMissing Rate=30%2026.01 | 0.476 | 0.347 | 0.065 | |
| ProFITiMissing Rate=30%2026.01 | 0.495 | 0.255 | 0.022 | |
| HeTVAEMissing Rate=30%2026.01 | 0.497 | 0.625 | 0.248 | |
| TimeVAE-NCDEMissing Rate=30%, Imputation=NCDE2026.01 | 0.498 | 0.444 | 0.088 | |
| GT-GANMissing Rate=30%2026.01 | 0.499 | 0.567 | 0.056 | |
| TimeGAN-NCDEMissing Rate=30%, Imputation=NCDE2026.01 | 0.499 | 1.028 | 0.259 |