Linear Regression on Linear Regression (synthetic)
0.948Local ErrorMean-reg
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Mean-regContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 0.948 | 0.296 | |
| robust multi-task gradient descentContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 0.981 | 0.317 | |
| ARMULContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 0.984 | 0.492 | |
| robust multi-task gradient descentContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 0.985 | 0.326 | |
| robust multi-task gradient descentContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 0.985 | 0.331 | |
| robust multi-task gradient descentContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 0.988 | 0.342 | |
| robust multi-task gradient descentContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 0.989 | 0.352 | |
| robust multi-task gradient descentContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 0.989 | 0.365 | |
| ARMULContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 0.991 | 0.422 | |
| ARMULContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 1.014 | 0.485 | |
| ARMULContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.025 | 0.704 | |
| ARMULContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.197 | 1.101 | |
| MoM-FilteringContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 1.229 | 0.333 | |
| HistoryContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 1.23 | 0.316 | |
| BucketingContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 1.23 | 0.315 | |
| AverageContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 1.231 | 0.317 | |
| Trimmed meanContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 1.231 | 0.317 | |
| BulyanContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 1.231 | 0.317 | |
| FilteringContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 1.231 | 0.317 | |
| FilteringContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 1.231 | 0.341 | |
| MoM-FilteringContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 1.231 | 0.317 | |
| HistoryContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 1.231 | 0.341 | |
| MoM-FilteringContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 1.233 | 0.351 | |
| BucketingContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 1.236 | 0.357 | |
| MoM-FilteringContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.239 | 0.383 | |
| FilteringContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 1.241 | 0.379 | |
| Trimmed meanContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 1.247 | 0.395 | |
| HistoryContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 1.249 | 0.401 | |
| MedianContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 1.25 | 0.385 | |
| BulyanContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 1.251 | 0.409 | |
| FilteringContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.251 | 0.425 | |
| MoM-FilteringContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.251 | 0.417 | |
| MedianContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 1.255 | 0.42 | |
| FilteringContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.27 | 0.478 | |
| BucketingContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 1.276 | 0.48 | |
| BulyanContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 1.278 | 0.488 | |
| HistoryContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.281 | 0.504 | |
| MedianContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 1.285 | 0.502 | |
| FilteringContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 1.292 | 0.537 | |
| MoM-FilteringContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 1.292 | 0.537 | |
| BulyanContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.297 | 0.545 | |
| Trimmed meanContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 1.303 | 0.548 | |
| BulyanContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.309 | 0.567 | |
| Mean-regContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 1.323 | 1.251 | |
| MedianContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.337 | 0.635 | |
| HistoryContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.346 | 0.653 | |
| BucketingContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.375 | 0.712 | |
| Trimmed meanContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.396 | 0.751 | |
| MedianContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.443 | 0.834 | |
| HistoryContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 1.451 | 0.852 | |
| ARMULContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 1.479 | 1.501 | |
| MoM-KrumContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 1.544 | 0.985 | |
| MoM-KrumContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 1.547 | 0.993 | |
| Trimmed meanContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.557 | 1.021 | |
| MoM-KrumContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 1.567 | 1.026 | |
| DirtyContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 1.573 | 0.885 | |
| MoM-KrumContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.589 | 1.067 | |
| MoM-KrumContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.597 | 1.072 | |
| MoM-KrumContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 1.606 | 1.09 | |
| MedianContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 1.613 | 1.106 | |
| DirtyContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 1.646 | 1.547 | |
| RLRMTLContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.651 | 3.248 | |
| DirtyContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 1.669 | 1.382 | |
| DirtyContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.669 | 1.883 | |
| BucketingContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.67 | 1.186 | |
| RLRMTLContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 1.671 | 3.801 | |
| RLRMTLContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.685 | 2.756 | |
| RMTFLContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 1.714 | 3 | |
| RLRMTLContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 1.716 | 2.261 | |
| RMTFLContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 1.717 | 3.006 | |
| RMTFLContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.722 | 2.982 | |
| RMTFLContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.723 | 2.969 | |
| RMTFLContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 1.725 | 2.964 | |
| RMTFLContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 1.726 | 2.936 | |
| Mean-regContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 1.772 | 1.972 | |
| DirtyContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.78 | 2.991 | |
| Mean-regContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 1.789 | 3.668 | |
| RLRMTLContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 1.795 | 1.842 | |
| DirtyContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 1.802 | 3.657 | |
| Trimmed meanContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 1.808 | 1.377 | |
| Mean-regContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.847 | 3.187 | |
| Mean-regContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.849 | 2.644 | |
| Single-taskContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 1.899 | — | |
| Single-taskContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 1.901 | — | |
| Single-taskContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 1.902 | — | |
| Single-taskContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 1.903 | — | |
| Single-taskContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 1.909 | — | |
| Single-taskContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 1.911 | — | |
| RLRMTLContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 2.036 | 1.641 | |
| KrumContamination level (epsilon)=0.00, n=50, d=50, K=402026.07 | 2.131 | 1.769 | |
| KrumContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 2.131 | 1.771 | |
| KrumContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 2.141 | 1.787 | |
| KrumContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 2.157 | 1.798 | |
| KrumContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 2.165 | 1.817 | |
| KrumContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 2.211 | 1.869 | |
| BucketingContamination level (epsilon)=0.25, n=50, d=50, K=402026.07 | 4.728 | 4.573 | |
| AverageContamination level (epsilon)=0.05, n=50, d=50, K=402026.07 | 11.108 | 11.045 | |
| AverageContamination level (epsilon)=0.10, n=50, d=50, K=402026.07 | 11.617 | 11.556 | |
| AverageContamination level (epsilon)=0.15, n=50, d=50, K=402026.07 | 11.787 | 11.732 | |
| AverageContamination level (epsilon)=0.20, n=50, d=50, K=402026.07 | 13.118 | 13.068 |