Research Article
A DBN-Based Deep Neural Network Model with Multitask Learning for Online Air Quality Prediction
Table 3
Comparison among different models.
| Models | | NO2 | SO2 | MAE | RMSE | MAPE | Acc | MAE | RMSE | MAPE | Acc | MAE | RMSE | MAPE | Acc |
| Winning-Model [36] | 23.63 | 35.33 | 243.63 | 0.40 | 14.34 | 19.55 | 80.50 | 0.64 | 8.56 | 14.24 | 70.01 | 0.54 | OL-MTL-DBN-DNN | 18.52 | 30.99 | 200.36 | 0.53 | 13.82 | 20.04 | 52.62 | 0.65 | 8.37 | 13.64 | 52.13 | 0.55 | OL-DBN-DNN | 25.09 | 36.66 | 305.78 | 0.37 | 15.06 | 21.36 | 65.40 | 0.62 | 8.96 | 14.49 | 61.52 | 0.52 | DBN-DNN | 26.49 | 36.85 | 390.55 | 0.33 | 17.43 | 25.90 | 63.52 | 0.56 | 10.11 | 14.72 | 80.58 | 0.46 |
|
|