Table 2.
Comparison of model performance for an average of 5 experiments filled on the air quality domain dataset.
| Model | AQI-36 | AQI | ||||
|---|---|---|---|---|---|---|
| mae | mse | mape(%) | mae | mse | mape(%) | |
| MEAN | 53.48 | 4578.08 | 76.77 | 39.60 | 3231.04 | 59.25 |
| KNN | 30.21 | 2892.31 | 43.36 | 34.10 | 3471.14 | 51.02 |
| MF | 30.54 | 2763.06 | 43.84 | 26.74 | 2021.44 | 40.01 |
| MICE | 30.37 | 2594.06 | 43.59 | 26.98 | 1930.92 | 40.37 |
| VAR | 15.64 | 833.46 | 22.02 | 22.95 | 1402.84 | 33.99 |
| E2GAN | 15.78 | 741.81 | 22.66 | 21.52 | 1240.81 | 32.21 |
| rGAIN | 15.37 | 641.92 | 21.63 | 21.78 | 1274.93 | 32.26 |
| BRITS | 14.50 | 662.36 | 20.41 | 20.21 | 1157.89 | 29.94 |
| SAITS | 18.16 | 843.53 | 37.16 | 21.33 | 1253.23 | 31.74 |
| CSDI | 9.74 | 383.63 | 11.32 | 19.71 | 1196.59 | 27.96 |
| MPGRU | 16.79 | 1103.04 | 23.63 | 18.76 | 1194.35 | 27.79 |
| GRIN | 12.08 | 523.14 | 17.00 | 14.73 | 775.91 | 21.82 |
| ADGCN | 11.93 | 502.31 | 17.13 | 13.49 | 642.00 | 20.19 |
The best results are in bold.