Estimation of Costs and Durations of Construction of Urban Roads Using ANN and SVM

Table 8

ANN models (Zero-Mean).

Model	Network	Activation function hidden neurons	Activation function output neurons	MAPE training (cost) [%]	MAPE training (duration) [%]	MAPE testing (cost) [%]	MAPE testing (duration) [%]
ANN 7	MLP 12-7-2	Logistic	Identity	52.16	30.89	37.96	34.23
ANN 8	MLP 11-8-2	Logistic	Identity	48.04	32.06	42.54	34.20
ANN 9	MLP 12-4-1	Tanh	Identity	37.49	/	20.22	/
ANN 10	MLP 11-8-1	Tanh	Identity	40.99	/	28.28	/
ANN 11	MLP 12-8-1	Tanh	Identity	/	32.32	/	37.20
ANN 12	MLP 11-5-1	Tanh	Identity	/	33.13	/	35.59