Table 6.
Classification error rates for RMSVM, MSVM and our RSVMs 1-2 on the SRBCT dataset. Here Perc stands for the percentage of data that are contaminated.
| Penalty | L2 | L1 | L1 + L2 | |
|---|---|---|---|---|
|
| ||||
| Perc | Loss | Error | Error | Error |
|
| ||||
| 0% | RMSVM | 3.6000(0.0542) | 6.1333(0.0795) | 4.3859(0.0705) |
| T0 RSVM 1 | 3.8666(0.0540) | 6.2666(0.0801) | 3.2894(0.0638) | |
| Tk RSVM 1 | 3.3333(0.0526) | 6.0000(0.0800) | 4.3859(0.0705) | |
| MSVM | 5.3333(0.0602) | 7.2000(0.0850) | 3.4736(0.0482) | |
| T0 RSVM 2 | 5.3333(0.0602) | 7.2000(0.0850) | 3.0526(0.0464) | |
| Tk RSVM 2 | 5.3333(0.0602) | 7.2000(0.0850) | 3.4736(0.0482) | |
|
| ||||
| 10% | RMSVM | 6.9333(0.0830) | 11.0666(0.1171) | 6.0000(0.0728) |
| T0 RSVM 1 | 4.8000(0.0539) | 8.5333(0.0852) | 4.8000(0.0539) | |
| Tk RSVM 1 | 6.1333(0.0671) | 9.0666(0.0891) | 5.3333(0.0571) | |
| MSVM | 8.8000(0.0743) | 10.4000(0.0843) | 5.1714(0.0670) | |
| T0 RSVM 2 | 7.4666(0.0695) | 9.2000(0.0840) | 3.7838(0.0559) | |
| Tk RSVM 2 | 8.4000(0.0748) | 10.4000(0.0821) | 4.0390(0.0545) | |