Time-series imputation on Air-Quality 10% missing (test)
0.137MAESAITS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SAITS# of parameters=3.07M, s/epoch=0.92022.02 | 0.137 | 0.518 | 19.3 | |
| SAITS-base# of parameters=1.56M, s/epoch=1.12022.02 | 0.146 | 0.521 | 20.6 | |
| BRITS# of parameters=11.25M, s/epoch=1.92022.02 | 0.153 | 0.525 | 21.6 | |
| Transformer# of parameters=5.13M, s/epoch=0.92022.02 | 0.158 | 0.521 | 22.3 | |
| GP-VAE# of parameters=0.36M, s/epoch=8.72022.02 | 0.268 | 0.614 | 37.7 | |
| M-RNN# of parameters=1.09M, s/epoch=1.32022.02 | 0.294 | 0.643 | 41.4 | |
| E2GAN# of parameters=1.13M, s/epoch=2.22022.02 | 0.75 | 1.126 | 105.6 | |
| Median2022.02 | 0.763 | 1.175 | 107.4 | |
| GRUI-GAN# of parameters=2.32M, s/epoch=22022.02 | 0.788 | 1.179 | 111 | |
| Last2022.02 | 0.967 | 1.408 | 136.3 |