Probability Distribution and Deviation Information Fusion Driven Support Vector Regression Model and Its Application

Table 8

Comparative results of previous SVR models in real datasets (polynomial kernel).

	Criterion	PDISVR	SVR	HWSVR	MKSVR
Combustion side reaction		0.5796	0.6853	0.8078	0.5518
	MSE	0.0081	0.0106	0.3546	0.1237
Auto-MPG		0.9124	0.9338	0.9341	0.8604
	MSE	1821.3	6793.3	6814.4	4855.9
Computer hardware		0.8337	0.8571	0.8519	0.8423
	MSE	12.5509	19.5298	19.8641	13.9781
NIRSOIL		0.6576	0.6342	0.6468	0.6429
	MSE	2751.3	3104.7	2918.9	3007.3
Energy efficiency		1	0.9964	0.9988	0.9867
	MSE	0.0221	0.4598	0.1676	4.1448
Crude oil distillation process		0.9571	0.8071	0.9807	0.9913
	MSE	321.8016	112.9353	54.3637	1105.4000