Research Article
[Retracted] Intelligent Forecasting of Air Quality and Pollution Prediction Using Machine Learning
(a) Comparison in terms of MAPE |
| | Proposed models | Present MAPE | Existing models | Existing MAPE |
| | LR | 2.69 | L-SVM | 41.8 | | RF | 1.94 | BT | 44.4 | | KNN | 2.40 | CGM | 15.0 | | RL | 2.69 | NN | 40.7 | | Xgb | 0.40 | | | | Adab | 0.45 | | |
|
|
(b) Comparison in terms of MAPE |
| | Proposed models | Present MAPE | Existing MAPE |
| | LR | 2.69 | 3.57 | | RF | 1.94 | | KNN | 2.40 | | RL | 2.69 | 4.87 | | Xgb | 0.40 | | Adab | 0.45 |
|
|
(c) Comparison in terms of MAPE |
| | Proposed models | Present MAPE | Existing model | Existing MAPE |
| | LR | 2.69 | Spatial ensemble model | 5.70 | | RF | 1.94 | 13.90 | | KNN | 2.40 | 28.78 | | RL | 2.69 | | 9.80 | | Xgb | 0.40 | | | Adab | 2.55 | |
|
|