Time-series Imputation on Electricity 10% missing (test)
0.735MAESAITS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SAITS# of parameters=11.51M, s/epoch=2.62022.02 | 0.735 | 1.162 | 39.4 | |
| SAITS-base# of parameters=2.20M, s/epoch=2.12022.02 | 0.822 | 1.221 | 44 | |
| Transformer# of parameters=14.78M, s/epoch=2.62022.02 | 0.823 | 1.301 | 44 | |
| BRITS# of parameters=7.00M, s/epoch=5.22022.02 | 0.847 | 1.322 | 45.3 | |
| Last2022.02 | 1.006 | 1.533 | 53.9 | |
| GP-VAE# of parameters=13.45M, s/epoch=1062022.02 | 1.094 | 1.565 | 58.6 | |
| M-RNN# of parameters=18.63M, s/epoch=3.92022.02 | 1.244 | 1.867 | 66.6 | |
| Median2022.02 | 2.056 | 2.732 | 110.1 |