Linear Regression on Synthetic Linear Regression (n=50, d=50, K=40, ε=0.2) (train/test)
0.211Average Local ErrorMoM-Filtering
Evaluation Results
| Method | Links | |
|---|---|---|
| MoM-Filteringheterogeneity variance (σ²)=02026.07 | 0.211 | |
| Joint Robust Gradient Estimation (JRGE)heterogeneity variance (σ²)=02026.07 | 0.219 | |
| Filteringheterogeneity variance (σ²)=02026.07 | 0.244 | |
| Bulyanheterogeneity variance (σ²)=02026.07 | 0.291 | |
| Historyheterogeneity variance (σ²)=02026.07 | 0.334 | |
| ARMULheterogeneity variance (σ²)=02026.07 | 0.389 | |
| Medianheterogeneity variance (σ²)=02026.07 | 0.414 | |
| Trimmed meanheterogeneity variance (σ²)=02026.07 | 0.505 | |
| MoM-Krumheterogeneity variance (σ²)=02026.07 | 0.556 | |
| Bucketingheterogeneity variance (σ²)=02026.07 | 0.657 | |
| Joint Robust Gradient Estimation (JRGE)heterogeneity variance (σ²)=0.52026.07 | 0.688 | |
| MoM-Filteringheterogeneity variance (σ²)=0.52026.07 | 0.742 | |
| Filteringheterogeneity variance (σ²)=0.52026.07 | 0.761 | |
| Bulyanheterogeneity variance (σ²)=0.52026.07 | 0.792 | |
| Historyheterogeneity variance (σ²)=0.52026.07 | 0.824 | |
| ARMULheterogeneity variance (σ²)=0.52026.07 | 0.855 | |
| Joint Robust Gradient Estimation (JRGE)heterogeneity variance (σ²)=12026.07 | 0.869 | |
| Medianheterogeneity variance (σ²)=0.52026.07 | 0.902 | |
| Joint Robust Gradient Estimation (JRGE)heterogeneity variance (σ²)=1.52026.07 | 0.989 | |
| Krumheterogeneity variance (σ²)=02026.07 | 0.991 | |
| Trimmed meanheterogeneity variance (σ²)=0.52026.07 | 0.993 | |
| MoM-Filteringheterogeneity variance (σ²)=12026.07 | 1.029 | |
| MoM-Krumheterogeneity variance (σ²)=0.52026.07 | 1.032 | |
| Filteringheterogeneity variance (σ²)=12026.07 | 1.047 | |
| ARMULheterogeneity variance (σ²)=12026.07 | 1.061 | |
| Joint Robust Gradient Estimation (JRGE)heterogeneity variance (σ²)=22026.07 | 1.079 | |
| Bulyanheterogeneity variance (σ²)=12026.07 | 1.079 | |
| Bucketingheterogeneity variance (σ²)=0.52026.07 | 1.086 | |
| RLRMTLheterogeneity variance (σ²)=02026.07 | 1.103 | |
| Historyheterogeneity variance (σ²)=12026.07 | 1.116 | |
| Joint Robust Gradient Estimation (JRGE)heterogeneity variance (σ²)=2.52026.07 | 1.154 | |
| ARMULheterogeneity variance (σ²)=1.52026.07 | 1.197 | |
| Medianheterogeneity variance (σ²)=12026.07 | 1.205 | |
| Joint Robust Gradient Estimation (JRGE)heterogeneity variance (σ²)=32026.07 | 1.217 | |
| MoM-Filteringheterogeneity variance (σ²)=1.52026.07 | 1.251 | |
| Filteringheterogeneity variance (σ²)=1.52026.07 | 1.27 | |
| Trimmed meanheterogeneity variance (σ²)=12026.07 | 1.306 | |
| Bulyanheterogeneity variance (σ²)=1.52026.07 | 1.309 | |
| ARMULheterogeneity variance (σ²)=22026.07 | 1.316 | |
| Joint Robust Gradient Estimation (JRGE)heterogeneity variance (σ²)=42026.07 | 1.324 | |
| RLRMTLheterogeneity variance (σ²)=0.52026.07 | 1.324 | |
| Historyheterogeneity variance (σ²)=1.52026.07 | 1.346 | |
| MoM-Krumheterogeneity variance (σ²)=12026.07 | 1.349 | |
| ARMULheterogeneity variance (σ²)=2.52026.07 | 1.397 | |
| Bucketingheterogeneity variance (σ²)=12026.07 | 1.408 | |
| Joint Robust Gradient Estimation (JRGE)heterogeneity variance (σ²)=52026.07 | 1.41 | |
| MoM-Filteringheterogeneity variance (σ²)=22026.07 | 1.439 | |
| Medianheterogeneity variance (σ²)=1.52026.07 | 1.443 | |
| Filteringheterogeneity variance (σ²)=22026.07 | 1.459 | |
| Joint Robust Gradient Estimation (JRGE)heterogeneity variance (σ²)=62026.07 | 1.487 | |
| ARMULheterogeneity variance (σ²)=32026.07 | 1.493 | |
| Bulyanheterogeneity variance (σ²)=22026.07 | 1.502 | |
| RLRMTLheterogeneity variance (σ²)=12026.07 | 1.506 | |
| Krumheterogeneity variance (σ²)=0.52026.07 | 1.508 | |
| Historyheterogeneity variance (σ²)=22026.07 | 1.543 | |
| Joint Robust Gradient Estimation (JRGE)heterogeneity variance (σ²)=72026.07 | 1.556 | |
| Trimmed meanheterogeneity variance (σ²)=1.52026.07 | 1.557 | |
| MoM-Krumheterogeneity variance (σ²)=1.52026.07 | 1.597 | |
| ARMULheterogeneity variance (σ²)=42026.07 | 1.603 | |
| MoM-Filteringheterogeneity variance (σ²)=2.52026.07 | 1.606 | |
| Joint Robust Gradient Estimation (JRGE)heterogeneity variance (σ²)=82026.07 | 1.621 | |
| Filteringheterogeneity variance (σ²)=2.52026.07 | 1.625 | |
| RMTFLheterogeneity variance (σ²)=02026.07 | 1.631 | |
| Medianheterogeneity variance (σ²)=22026.07 | 1.646 | |
| RLRMTLheterogeneity variance (σ²)=1.52026.07 | 1.651 | |
| RMTFLheterogeneity variance (σ²)=0.52026.07 | 1.666 | |
| Bucketingheterogeneity variance (σ²)=1.52026.07 | 1.67 | |
| Bulyanheterogeneity variance (σ²)=2.52026.07 | 1.671 | |
| ARMULheterogeneity variance (σ²)=52026.07 | 1.683 | |
| Mean-regheterogeneity variance (σ²)=02026.07 | 1.692 | |
| RMTFLheterogeneity variance (σ²)=12026.07 | 1.695 | |
| Dirtyheterogeneity variance (σ²)=02026.07 | 1.703 | |
| Mean-regheterogeneity variance (σ²)=0.52026.07 | 1.714 | |
| Historyheterogeneity variance (σ²)=2.52026.07 | 1.716 | |
| Dirtyheterogeneity variance (σ²)=0.52026.07 | 1.721 | |
| RMTFLheterogeneity variance (σ²)=1.52026.07 | 1.722 | |
| RMTFLheterogeneity variance (σ²)=22026.07 | 1.749 | |
| MoM-Filteringheterogeneity variance (σ²)=32026.07 | 1.756 | |
| ARMULheterogeneity variance (σ²)=62026.07 | 1.758 | |
| Dirtyheterogeneity variance (σ²)=12026.07 | 1.76 | |
| Trimmed meanheterogeneity variance (σ²)=22026.07 | 1.772 | |
| RMTFLheterogeneity variance (σ²)=2.52026.07 | 1.777 | |
| Filteringheterogeneity variance (σ²)=32026.07 | 1.778 | |
| Dirtyheterogeneity variance (σ²)=1.52026.07 | 1.78 | |
| RLRMTLheterogeneity variance (σ²)=22026.07 | 1.796 | |
| RMTFLheterogeneity variance (σ²)=32026.07 | 1.802 | |
| MoM-Krumheterogeneity variance (σ²)=22026.07 | 1.806 | |
| Mean-regheterogeneity variance (σ²)=12026.07 | 1.809 | |
| Dirtyheterogeneity variance (σ²)=22026.07 | 1.813 | |
| Bulyanheterogeneity variance (σ²)=32026.07 | 1.827 | |
| Medianheterogeneity variance (σ²)=2.52026.07 | 1.828 | |
| ARMULheterogeneity variance (σ²)=72026.07 | 1.829 | |
| RMTFLheterogeneity variance (σ²)=42026.07 | 1.846 | |
| Mean-regheterogeneity variance (σ²)=1.52026.07 | 1.847 | |
| Dirtyheterogeneity variance (σ²)=2.52026.07 | 1.849 | |
| Dirtyheterogeneity variance (σ²)=32026.07 | 1.869 | |
| Single-taskheterogeneity variance (σ²)=02026.07 | 1.872 | |
| Historyheterogeneity variance (σ²)=32026.07 | 1.874 | |
| Krumheterogeneity variance (σ²)=12026.07 | 1.877 | |
| Single-taskheterogeneity variance (σ²)=0.52026.07 | 1.881 |