Classification on Synthetic Additive Data pu=0, pn=10 (test)
81.855Average AccuracyS2MAM
Evaluation results
| Method | Links | |
|---|---|---|
| S2MAMLabel percentage (r)=5%, Uninformative variable (pu)=0, Noisy variable (pn)=102026.04 | 81.855 | |
| S2MAM-FLabel percentage (r)=5%, Uninformative variable (pu)=0, Noisy variable (pn)=102026.04 | 81.351 | |
| RERLabel percentage (r)=5%, Uninformative variable (pu)=0, Noisy variable (pn)=102026.04 | 81.049 | |
| SALELabel percentage (r)=5%, Uninformative variable (pu)=0, Noisy variable (pn)=102026.04 | 79.844 | |
| SSNPLabel percentage (r)=5%, Uninformative variable (pu)=0, Noisy variable (pn)=102026.04 | 78.062 | |
| RGLLabel percentage (r)=5%, Uninformative variable (pu)=0, Noisy variable (pn)=102026.04 | 78.041 | |
| AWSSLLabel percentage (r)=5%, Uninformative variable (pu)=0, Noisy variable (pn)=102026.04 | 73.859 | |
| TSpAMLabel percentage (r)=5%, Uninformative variable (pu)=0, Noisy variable (pn)=102026.04 | 67.34 | |
| CSAMLabel percentage (r)=5%, Uninformative variable (pu)=0, Noisy variable (pn)=102026.04 | 65.178 | |
| SpAMLabel percentage (r)=5%, Uninformative variable (pu)=0, Noisy variable (pn)=102026.04 | 64.814 | |
| ℓ1-SVMLabel percentage (r)=5%, Uninformative variable (pu)=0, Noisy variable (pn)=102026.04 | 62.261 | |
| f-FMELabel percentage (r)=5%, Uninformative variable (pu)=0, Noisy variable (pn)=102026.04 | 59.801 | |
| LapSVMLabel percentage (r)=5%, Uninformative variable (pu)=0, Noisy variable (pn)=102026.04 | 55.957 |