A Fully Automated Adjustment of Ensemble Methods in Machine Learning for Modeling Complex Real Estate Systems

Table 3

Average, minimum, and maximum results for MAPE and COD values obtained for the 63 municipalities with more than 100,000 inhabitants.

63 municipalities (>100,000 inhab.)
Technique	MAPE average	MAPE minimum	MAPE maximum	COD average	COD minimum	COD maximum
Decision tree	21.92	11.68	30.40	21.22	11.65	27.95
Bagging	15.73	8.58	22.93	15.41	8.48	22.19
Boosting	16.62	10.15	23.45	16.36	10.06	23.28
Random forest	15.93	8.58	23.92	15.56	8.48	23.08