Research Article
Linear Twin Quadratic Surface Support Vector Regression
Table 5
Average rank on RMSE of eight slgorithms.
| | Data set | RR | LR | nu-SVR | ϵ-SVR | LSSVR | TSVR | LTSVR | LTQSSVR |
| | Hayes roth | 6 | 1 | 7 | 8 | 3 | 5 | 4 | 2 | | Oring | 1 | 2 | 7 | 8 | 3 | 5 | 6 | 4 | | Container-CC | 6 | 3 | 4 | 2 | 1 | 7 | 8 | 5 | | Daily demand | 7 | 8 | 1 | 3 | 6 | 4 | 2 | 5 | | Haberman | 5 | 8 | 7 | 6 | 4 | 2 | 1 | 3 | | Wis | 5 | 3 | 6 | 8 | 7 | 1 | 2 | 4 | | Auto mpg | 6 | 5 | 8 | 7 | 3 | 2 | 4 | 1 | | Real estate valuation | 8 | 7 | 1 | 2 | 5 | 3 | 6 | 4 | | Slump | 8 | 7 | 1 | 2 | 6 | 3 | 5 | 4 | | Ozone | 7 | 3 | 1 | 8 | 5 | 2 | 6 | 4 | | Body fat | 8 | 4 | 5 | 6 | 2 | 7 | 1 | 3 | | Computer hardware | 5 | 4 | 7 | 8 | 6 | 3 | 2 | 1 | | Average | 6.08 | 4.17 | 5.08 | 5.83 | 3.92 | 3.83 | 3.83 | 3.25 |
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