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
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