Irregular-to-regular Time Series Generation on Stocks 30% missing
0.142DSDiff-MN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Diff-MNMissing Rate=30%, Sequence length=Average of 12, 24, 362026.01 | 0.142 | 0.25 | 0.074 | |
| KoVAEMissing Rate=30%2026.01 | 0.225 | 0.709 | 1.014 | |
| GT-GANMissing Rate=30%2026.01 | 0.321 | 0.63 | 0.203 | |
| HeTVAEMissing Rate=30%2026.01 | 0.328 | 0.599 | 1.085 | |
| TimeGAN-NCDEMissing Rate=30%, Imputation=NCDE2026.01 | 0.365 | 1.111 | 1.742 | |
| Diffusion-NCDEMissing Rate=30%, Imputation=NCDE2026.01 | 0.441 | 0.341 | 0.085 | |
| ProFITiMissing Rate=30%2026.01 | 0.454 | 0.297 | 0.074 | |
| TimeVAE-NCDEMissing Rate=30%, Imputation=NCDE2026.01 | 0.47 | 0.597 | 0.224 |