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
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