Time-series imputation on ETT 10% missing (test)
0.092MAESAITS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SAITS# of parameters=4.27M, s/epoch=4.62022.02 | 0.092 | 0.139 | 8.8 | |
| Transformer# of parameters=4.67M, s/epoch=3.72022.02 | 0.114 | 0.173 | 10.9 | |
| SAITS-base# of parameters=1.33M, s/epoch=2.52022.02 | 0.121 | 0.197 | 11.6 | |
| BRITS# of parameters=0.57M, s/epoch=10.22022.02 | 0.13 | 0.259 | 12.5 | |
| GP-VAE# of parameters=0.27M, s/epoch=22.12022.02 | 0.274 | 0.307 | 15.5 | |
| M-RNN# of parameters=0.15M, s/epoch=7.62022.02 | 0.376 | 0.428 | 31.6 | |
| E2GAN# of parameters=0.29M, s/epoch=11.92022.02 | 0.584 | 0.703 | 89 | |
| GRUI-GAN# of parameters=1.52M, s/epoch=9.72022.02 | 0.612 | 0.729 | 95.1 | |
| Last2022.02 | 1.007 | 1.365 | 96.4 | |
| Median2022.02 | 1.145 | 1.847 | 139.1 |