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

Table 7

Comparative results of previous SVR models in real datasets (radial basis function kernel).

	Criterion	PDISVR	SVR	HWSVR	MKSVR
Combustion side reaction		0.6664	0.425	0.6031	0.5827
	MSE	0.0038	0.0095	0.6031	0.0578
Auto-MPG		0.5594	0.614	0.6261	0.6563
	MSE	20.4277	26.1598	169.7247	22.0482
Computer hardware		0.7815	0.8597	0.8647	0.8851
	MSE	27961	19986	15355	13160
NIRSOIL		0.7278	0.6707	0.5565	0.5666
	MSE	1113	1302.3	1601.1	3523.5
Energy efficiency		1	0.9796	0.9901	0.9997
	MSE	0.000269	4.1875	3.019	0.0474
Crude oil distillation process		0.9899	0.9739	0.9913	0.9573
	MSE	47.7425	78.7604	1119.8	317.6248