Irregular-to-regular Time Series Generation on Stocks 50% missing
0.137DS ScoreDiff-MN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Diff-MNMissing Rate=50%2026.01 | 0.137 | 0.281 | 0.094 | |
| KoVAEMissing Rate=50%2026.01 | 0.187 | 0.662 | 0.859 | |
| GT-GANMissing Rate=50%2026.01 | 0.326 | 0.589 | 0.181 | |
| TimeGAN-NCDEMissing Rate=50%, Imputation=NCDE2026.01 | 0.442 | 1.605 | 6.776 | |
| HeTVAEMissing Rate=50%2026.01 | 0.443 | 0.773 | 1.4 | |
| Diffusion-NCDEMissing Rate=50%, Imputation=NCDE2026.01 | 0.475 | 0.476 | 0.094 | |
| ProFITiMissing Rate=50%2026.01 | 0.483 | 0.408 | 0.121 | |
| TimeVAE-NCDEMissing Rate=50%, Imputation=NCDE2026.01 | 0.485 | 0.726 | 0.259 |