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

Table 5

Evaluation results with all features as model inputs.

	SMAPE	MAPE	RMSE	MAE
GBDT	3.7695	3.9317	0.4277	0.2483
XGBoost	3.7481	3.9394	0.4451	0.2490
LightGBM	3.3052	3.3305	0.3233	0.2167
Model fusion	3.2651	3.3148	0.3189	0.2144