Identification of Fuzzy Inference Systems by Means of a Multiobjective Opposition-Based Space Search Algorithm

Table 10

Comparative analysis of selected models (Boston Housing).

	Model		PI (RMSE)	V_PI (RMSE)	E_PI (RMSE)	Number of rules
FIS [23]			3.13		3.17	12
RBFNN [24]			6.63		7.14	20
SVR [29]			1.17		5.84
MARS [30]			0.97		5.96
NN			4.19		4.26	12
			3.27		5.14	24
FNN [31]			3.76		4.08	21
FPNN			3.51		16.93	16
		Two split dataset	3.46		3.64	32
Our model	LSM	Three split dataset	3.53	2.89	5.09	16
		Two split dataset	2.87		2.27	8
	WLSM	Three split dataset	1.65	1.21	1.73	16