Feature Selection and Model Fusion Approach for Predicting Urban Macro Travel Time

Table 6

The evaluation results of key features as input to the model.

	SMAPE	MAPE	RMSE	MAE
GBDT	3.7332	3.9118	0.4295	0.2482
XGBoost	3.7280	3.8742	0.4134	0.2452
LightGBM	3.2544	3.2882	0.3203	0.2141
Model fusion	3.2439	3.2851	0.3197	0.2133