Table 5.

Ablation Comparison for each method

Methods Without	AdaBoost	Random Forest	HGBR	XGBoost	LightGBM
Commercial Type
MAE	122.09	121.26	116.72	116.98	117.26
RMSE	147.41	141.87	139.29	136.76	142.72
MAPE	19.99	19.13	18.01	18.54	18.82
Residential Type
MAE	66.08	67.60	63.04	68.27	63.57
RMSE	91.07	88.39	89.78	88.64	83.71
MAPE	4.21	4.31	4.31	4.51	4.17