Table 3 The evaluation results of SSA-BiLSTM-LightGBM multistep prediction.
From: Prediction of air quality index based on the SSA-BiLSTM-LightGBM model
Step size | RMSE | MAE | SMAPE | Adjusted R2 |
|---|---|---|---|---|
1 h | 0.6897 | 0.4718 | 1.2712% | 0.9995 |
2 h | 2.6772 | 2.2163 | 6.1351% | 0.9938 |
3 h | 6.1321 | 4.3600 | 10.8971% | 0.9659 |