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
We are committed to sharing findings related to COVID-19 as quickly as possible. We will be providing unlimited waivers of publication charges for accepted research articles as well as case reports and case series related to COVID-19. Review articles are excluded from this waiver policy. Sign up here as a reviewer to help fast-track new submissions.
