Irregular-to-regular Time Series Generation on Stocks 70% missing
0.106DSDiff-MN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Diff-MNMissing Rate=70%2026.01 | 0.106 | 0.299 | 0.091 | |
| KoVAEMissing Rate=70%2026.01 | 0.213 | 0.624 | 0.868 | |
| GT-GANMissing Rate=70%2026.01 | 0.292 | 0.603 | 0.223 | |
| TimeGAN-NCDEMissing Rate=70%, Imputation=NCDE2026.01 | 0.477 | 1.629 | 11.63 | |
| HeTVAEMissing Rate=70%2026.01 | 0.487 | 1.032 | 1.612 | |
| ProFITiMissing Rate=70%2026.01 | 0.489 | 0.445 | 0.132 | |
| Diffusion-NCDEMissing Rate=70%, Imputation=NCDE2026.01 | 0.491 | 0.743 | 0.105 | |
| TimeVAE-NCDEMissing Rate=70%, Imputation=NCDE2026.01 | 0.492 | 0.843 | 0.345 |