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

Table 7

ANN models (min-max).

Model	Network	Activation function hidden neurons	Activation function output neurons	MAPE training (cost) [%]	MAPE training (duration) [%]	MAPE testing (cost) [%]	MAPE testing (duration) [%]
ANN 1	MLP 12-4-2	Tanh	Identity	42.79	31.85	40.54	35.48
ANN 2	MLP 11-6-2	Logistic	Identity	41.88	31.82	26.97	30.22
ANN 3	MLP 12-6-1	Tanh	Identity	33.02	/	25.38	/
ANN 4	MLP 11-7-1	Tanh	Identity	39.16	/	26.88	/
ANN 5	MLP 12-8-1	Tanh	Identity	/	34.16	/	26.26
ANN 6	MLP 11-10-1	Logistic	Identity	/	33.29	/	35.16