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

Table 6

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

	Criterion	PDISVR	SVR	HWSVR	MKSVR
Combustion side reaction		0.7141	0.6790	0.6797	0.6939
	MSE	0.0051	0.0050	0.0046	0.0044
Auto-MPG		0.9055	0.8578	0.8992	0.8554
	MSE	19.0023	25.8051	23.7999	20.4802
Computer hardware		0.9533	0.8750	0.8748	0.9012
	MSE	7987.2	8373.7	8381.5	6577.2
NIRSOIL		0.8033	0.7335	0.7712	0.7657
	MSE	1806.1	2230.3	2085.1	2385.8
Energy efficiency		1	1	1	0.9999
	MSE	0.0047	1.1092	0.0221	0.0818
Crude oil distillation process	r	0.9372	0.7684	0.9372	0.9927
	MSE	1016.2	972.4	14510	8162.8