Table 5. The performance comparison between all the features and the optimized feature subsets for Beijing and Shanghai’s dataset.
Dataset | All the features | PCA | SBFS | |||
---|---|---|---|---|---|---|
RMSE | R squared | RMSE | R squared | RMSE | R squared | |
Beijing | 40.43 | 0.68 | 39.08 | 0.69 | 38.28 | 0.70 |
Shanghai | 14.05 | 0.72 | 13.76 | 0.76 | 13.65 | 0.76 |