Multi-task Logistic Regression on Synthetic Multi-task Logistic Regression (n=d=50, epsilon=0.2)
1.519Local ErrorJRGE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| JRGEK (number of tasks)=502026.07 | 1.519 | 0.556 | |
| JRGEK (number of tasks)=602026.07 | 1.521 | 0.539 | |
| JRGEK (number of tasks)=402026.07 | 1.526 | 0.586 | |
| JRGEK (number of tasks)=302026.07 | 1.548 | 0.64 | |
| FilteringK (number of tasks)=602026.07 | 1.55 | 0.561 | |
| FilteringK (number of tasks)=502026.07 | 1.558 | 0.608 | |
| JRGEK (number of tasks)=202026.07 | 1.571 | 0.726 | |
| FilteringK (number of tasks)=402026.07 | 1.577 | 0.656 | |
| BulyanK (number of tasks)=602026.07 | 1.588 | 0.644 | |
| MoM-FilteringK (number of tasks)=502026.07 | 1.591 | 0.603 | |
| MoM-FilteringK (number of tasks)=602026.07 | 1.591 | 0.579 | |
| BulyanK (number of tasks)=502026.07 | 1.604 | 0.694 | |
| MoM-FilteringK (number of tasks)=402026.07 | 1.611 | 0.658 | |
| FilteringK (number of tasks)=302026.07 | 1.616 | 0.746 | |
| MoM-FilteringK (number of tasks)=302026.07 | 1.616 | 0.746 | |
| BulyanK (number of tasks)=402026.07 | 1.624 | 0.761 | |
| FilteringK (number of tasks)=202026.07 | 1.666 | 0.874 | |
| MoM-FilteringK (number of tasks)=202026.07 | 1.666 | 0.874 | |
| BulyanK (number of tasks)=302026.07 | 1.671 | 0.862 | |
| JRGEK (number of tasks)=102026.07 | 1.683 | 0.992 | |
| BulyanK (number of tasks)=202026.07 | 1.74 | 1.026 | |
| FilteringK (number of tasks)=102026.07 | 1.815 | 1.169 | |
| MoM-FilteringK (number of tasks)=102026.07 | 1.815 | 1.169 | |
| BulyanK (number of tasks)=102026.07 | 1.957 | 1.411 | |
| Mean-regK (number of tasks)=102026.07 | 2.322 | 1.769 | |
| Mean-regK (number of tasks)=202026.07 | 2.344 | 1.736 | |
| Mean-regK (number of tasks)=302026.07 | 2.369 | 1.739 | |
| Mean-regK (number of tasks)=402026.07 | 2.388 | 1.757 | |
| Mean-regK (number of tasks)=502026.07 | 2.401 | 1.767 | |
| Mean-regK (number of tasks)=602026.07 | 2.417 | 1.772 | |
| MedianK (number of tasks)=502026.07 | 2.447 | 1.589 | |
| MedianK (number of tasks)=402026.07 | 2.449 | 1.597 | |
| MedianK (number of tasks)=602026.07 | 2.45 | 1.58 | |
| MedianK (number of tasks)=302026.07 | 2.454 | 1.609 | |
| MoM-KrumK (number of tasks)=602026.07 | 2.47 | 1.818 | |
| MedianK (number of tasks)=202026.07 | 2.488 | 1.679 | |
| MedianK (number of tasks)=102026.07 | 2.534 | 1.808 | |
| MoM-KrumK (number of tasks)=502026.07 | 2.568 | 1.938 | |
| RMTFLK (number of tasks)=302026.07 | 2.621 | 2.452 | |
| RMTFLK (number of tasks)=202026.07 | 2.658 | 1.978 | |
| RMTFLK (number of tasks)=402026.07 | 2.663 | 2.452 | |
| Trimmed meanK (number of tasks)=302026.07 | 2.677 | 1.85 | |
| Trimmed meanK (number of tasks)=102026.07 | 2.68 | 1.945 | |
| Trimmed meanK (number of tasks)=402026.07 | 2.681 | 1.851 | |
| Trimmed meanK (number of tasks)=502026.07 | 2.685 | 1.852 | |
| Trimmed meanK (number of tasks)=202026.07 | 2.686 | 1.886 | |
| Trimmed meanK (number of tasks)=602026.07 | 2.693 | 1.849 | |
| ARMULK (number of tasks)=102026.07 | 2.695 | 2.181 | |
| RMTFLK (number of tasks)=502026.07 | 2.701 | 2.447 | |
| MoM-KrumK (number of tasks)=402026.07 | 2.731 | 2.111 | |
| RMTFLK (number of tasks)=602026.07 | 2.74 | 2.442 | |
| Single-taskK (number of tasks)=102026.07 | 2.747 | — | |
| KrumK (number of tasks)=602026.07 | 2.747 | 2.312 | |
| Single-taskK (number of tasks)=402026.07 | 2.752 | — | |
| Single-taskK (number of tasks)=502026.07 | 2.754 | — | |
| Single-taskK (number of tasks)=302026.07 | 2.755 | — | |
| KrumK (number of tasks)=502026.07 | 2.758 | 2.325 | |
| Single-taskK (number of tasks)=202026.07 | 2.759 | — | |
| Single-taskK (number of tasks)=602026.07 | 2.759 | — | |
| RMTFLK (number of tasks)=102026.07 | 2.762 | 2.169 | |
| ARMULK (number of tasks)=202026.07 | 2.782 | 2.144 | |
| KrumK (number of tasks)=402026.07 | 2.8 | 2.362 | |
| KrumK (number of tasks)=302026.07 | 2.817 | 2.383 | |
| KrumK (number of tasks)=202026.07 | 2.827 | 2.397 | |
| KrumK (number of tasks)=102026.07 | 2.828 | 2.414 | |
| MoM-KrumK (number of tasks)=302026.07 | 2.845 | 2.212 | |
| DirtyK (number of tasks)=102026.07 | 2.848 | 2.196 | |
| ARMULK (number of tasks)=302026.07 | 2.879 | 2.128 | |
| ARMULK (number of tasks)=502026.07 | 2.903 | 2.122 | |
| ARMULK (number of tasks)=602026.07 | 2.905 | 2.116 | |
| ARMULK (number of tasks)=402026.07 | 2.907 | 2.128 | |
| MoM-KrumK (number of tasks)=202026.07 | 2.96 | 2.361 | |
| HistoryK (number of tasks)=602026.07 | 2.983 | 2.168 | |
| HistoryK (number of tasks)=502026.07 | 2.984 | 2.179 | |
| HistoryK (number of tasks)=402026.07 | 2.993 | 2.193 | |
| HistoryK (number of tasks)=302026.07 | 3.005 | 2.209 | |
| DirtyK (number of tasks)=202026.07 | 3.04 | 2.322 | |
| HistoryK (number of tasks)=202026.07 | 3.043 | 2.272 | |
| DirtyK (number of tasks)=602026.07 | 3.054 | 2.374 | |
| DirtyK (number of tasks)=502026.07 | 3.072 | 2.387 | |
| DirtyK (number of tasks)=402026.07 | 3.088 | 2.399 | |
| DirtyK (number of tasks)=302026.07 | 3.094 | 2.386 | |
| HistoryK (number of tasks)=102026.07 | 3.151 | 2.441 | |
| RLRMTLK (number of tasks)=102026.07 | 3.216 | 2.506 | |
| RLRMTLK (number of tasks)=502026.07 | 3.235 | 2.447 | |
| RLRMTLK (number of tasks)=202026.07 | 3.237 | 2.469 | |
| RLRMTLK (number of tasks)=402026.07 | 3.237 | 2.452 | |
| RLRMTLK (number of tasks)=302026.07 | 3.238 | 2.452 | |
| RLRMTLK (number of tasks)=602026.07 | 3.239 | 2.442 | |
| MoM-KrumK (number of tasks)=102026.07 | 3.284 | 2.701 | |
| BucketingK (number of tasks)=502026.07 | 3.388 | 2.615 | |
| BucketingK (number of tasks)=602026.07 | 3.389 | 2.607 | |
| AverageK (number of tasks)=502026.07 | 3.392 | 2.619 | |
| AverageK (number of tasks)=602026.07 | 3.394 | 2.612 | |
| BucketingK (number of tasks)=402026.07 | 3.394 | 2.624 | |
| AverageK (number of tasks)=402026.07 | 3.398 | 2.628 | |
| BucketingK (number of tasks)=302026.07 | 3.402 | 2.634 | |
| AverageK (number of tasks)=302026.07 | 3.406 | 2.639 | |
| BucketingK (number of tasks)=202026.07 | 3.418 | 2.672 | |
| AverageK (number of tasks)=202026.07 | 3.421 | 2.675 |