Table 4.
Average ranks of proposed RHN-TSVR with SVR, TSVR, -AHSVR, -SVQR and HN-TSVR on RMSE using Gaussian kernel on synthetic data sets with Uniform and Gaussian noise
| Datasets | SVR | TSVR | -AHSVR | -SVQR | HN-TSVR | RHN-TSVR |
|---|---|---|---|---|---|---|
| Function1 | 1 | 2 | 5 | 4 | 3 | 6 |
| Function2 | 6 | 4 | 2 | 5 | 3 | 1 |
| Function3 | 4 | 5 | 2 | 3 | 6 | 1 |
| Function4 | 6 | 4 | 2 | 5 | 3 | 1 |
| Function5 | 6 | 2.5 | 1 | 5 | 2.5 | 4 |
| Function6 | 6 | 3 | 2 | 5 | 4 | 1 |
| Function7 | 5 | 3 | 4 | 6 | 2 | 1 |
| Function8 | 6 | 3.5 | 2 | 5 | 3.5 | 1 |
| Function9 | 5 | 1 | 4 | 6 | 2.5 | 2.5 |
| Function10 | 6 | 4 | 2 | 5 | 3 | 1 |
| Function11 | 5 | 1 | 4 | 6 | 3 | 2 |
| Function12 | 6 | 4 | 1 | 5 | 3 | 2 |
| Function13 | 6 | 5 | 1 | 3 | 4 | 2 |
| Function14 | 6 | 2 | 5 | 4 | 3 | 1 |
| Function15 | 6 | 3 | 4 | 5 | 1.5 | 1.5 |
| Function16 | 6 | 2 | 5 | 3 | 4 | 1 |
| Function17 | 3 | 4.5 | 2 | 6 | 4.5 | 1 |
| Function18 | 6 | 3 | 2 | 1 | 4.5 | 4.5 |
| Average rank | 5.2777778 | 3.1388889 | 2.7777778 | 4.5555556 | 3.3333333 | 1.9166667 |