Logistic Regression on Logistic regression d=50, K=20, epsilon=0.2 varying per-task sample size n (test)
1.437Local ErrorJRGE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| JRGEn=1202026.07 | 1.437 | 0.568 | |
| JRGEn=1002026.07 | 1.464 | 0.599 | |
| JRGEn=802026.07 | 1.488 | 0.625 | |
| JRGEn=602026.07 | 1.543 | 0.688 | |
| Filteringn=1202026.07 | 1.564 | 0.616 | |
| MoM-Filteringn=1202026.07 | 1.564 | 0.616 | |
| Filteringn=1002026.07 | 1.574 | 0.655 | |
| MoM-Filteringn=1002026.07 | 1.574 | 0.655 | |
| Filteringn=802026.07 | 1.6 | 0.722 | |
| MoM-Filteringn=802026.07 | 1.6 | 0.722 | |
| JRGEn=402026.07 | 1.602 | 0.769 | |
| Bulyann=1202026.07 | 1.602 | 0.711 | |
| Bulyann=1002026.07 | 1.614 | 0.749 | |
| Filteringn=602026.07 | 1.64 | 0.802 | |
| MoM-Filteringn=602026.07 | 1.64 | 0.802 | |
| Bulyann=802026.07 | 1.654 | 0.833 | |
| Bulyann=602026.07 | 1.71 | 0.939 | |
| Filteringn=402026.07 | 1.715 | 0.973 | |
| MoM-Filteringn=402026.07 | 1.715 | 0.973 | |
| JRGEn=202026.07 | 1.799 | 1.063 | |
| Bulyann=402026.07 | 1.819 | 1.155 | |
| Dirtyn=1202026.07 | 1.905 | 1.217 | |
| Single-taskn=1202026.07 | 1.953 | — | |
| Filteringn=202026.07 | 1.98 | 1.4 | |
| MoM-Filteringn=202026.07 | 1.98 | 1.4 | |
| Mean-regn=1202026.07 | 1.991 | 1.455 | |
| Dirtyn=1002026.07 | 2.038 | 1.281 | |
| RMTFLn=1202026.07 | 2.038 | 1.399 | |
| Mean-regn=1002026.07 | 2.087 | 1.534 | |
| Krumn=1202026.07 | 2.122 | 1.614 | |
| Single-taskn=1002026.07 | 2.125 | — | |
| Mediann=1202026.07 | 2.17 | 1.297 | |
| Bulyann=202026.07 | 2.173 | 1.695 | |
| Mean-regn=802026.07 | 2.176 | 1.602 | |
| RMTFLn=1002026.07 | 2.181 | 1.525 | |
| Krumn=1002026.07 | 2.202 | 1.707 | |
| Mediann=1002026.07 | 2.222 | 1.366 | |
| Mean-regn=602026.07 | 2.282 | 1.685 | |
| Mediann=802026.07 | 2.296 | 1.454 | |
| Trimmed meann=1202026.07 | 2.321 | 1.466 | |
| Single-taskn=802026.07 | 2.332 | — | |
| RMTFLn=802026.07 | 2.342 | 1.674 | |
| Trimmed meann=1002026.07 | 2.382 | 1.541 | |
| Krumn=802026.07 | 2.398 | 1.941 | |
| Mediann=602026.07 | 2.403 | 1.579 | |
| Mean-regn=402026.07 | 2.435 | 1.815 | |
| Trimmed meann=802026.07 | 2.46 | 1.631 | |
| Dirtyn=802026.07 | 2.483 | 1.693 | |
| MoM-Krumn=1002026.07 | 2.506 | 1.801 | |
| RMTFLn=602026.07 | 2.55 | 1.874 | |
| Mediann=402026.07 | 2.588 | 1.794 | |
| Trimmed meann=602026.07 | 2.598 | 1.786 | |
| Single-taskn=602026.07 | 2.606 | — | |
| MoM-Krumn=1202026.07 | 2.621 | 1.892 | |
| Krumn=602026.07 | 2.685 | 2.251 | |
| MoM-Krumn=802026.07 | 2.708 | 2.034 | |
| ARMULn=1202026.07 | 2.726 | 2.073 | |
| ARMULn=1002026.07 | 2.757 | 2.086 | |
| RMTFLn=402026.07 | 2.77 | 2.107 | |
| Mean-regn=202026.07 | 2.777 | 2.121 | |
| ARMULn=402026.07 | 2.782 | 2.161 | |
| ARMULn=802026.07 | 2.797 | 2.099 | |
| Trimmed meann=402026.07 | 2.8 | 2.01 | |
| ARMULn=602026.07 | 2.8 | 2.13 | |
| ARMULn=202026.07 | 2.887 | 2.266 | |
| Single-taskn=402026.07 | 2.899 | — | |
| Dirtyn=602026.07 | 2.969 | 2.244 | |
| Krumn=402026.07 | 2.97 | 2.535 | |
| Historyn=1202026.07 | 2.977 | 2.194 | |
| Historyn=1002026.07 | 2.985 | 2.208 | |
| Historyn=802026.07 | 2.996 | 2.219 | |
| MoM-Krumn=602026.07 | 3.01 | 2.373 | |
| Historyn=602026.07 | 3.03 | 2.256 | |
| RMTFLn=202026.07 | 3.042 | 2.388 | |
| Historyn=402026.07 | 3.063 | 2.292 | |
| Dirtyn=402026.07 | 3.071 | 2.337 | |
| MoM-Krumn=402026.07 | 3.132 | 2.559 | |
| Dirtyn=202026.07 | 3.141 | 2.415 | |
| Mediann=202026.07 | 3.168 | 2.463 | |
| Single-taskn=202026.07 | 3.199 | — | |
| Historyn=202026.07 | 3.226 | 2.495 | |
| RLRMTLn=202026.07 | 3.229 | 2.466 | |
| RLRMTLn=802026.07 | 3.233 | 2.467 | |
| RLRMTLn=1002026.07 | 3.234 | 2.471 | |
| RLRMTLn=1202026.07 | 3.237 | 2.47 | |
| RLRMTLn=402026.07 | 3.238 | 2.466 | |
| RLRMTLn=602026.07 | 3.238 | 2.471 | |
| Krumn=202026.07 | 3.273 | 2.78 | |
| Bucketingn=1202026.07 | 3.386 | 2.633 | |
| Bucketingn=1002026.07 | 3.387 | 2.639 | |
| Averagen=1002026.07 | 3.39 | 2.642 | |
| Averagen=1202026.07 | 3.39 | 2.637 | |
| Bucketingn=802026.07 | 3.392 | 2.644 | |
| Averagen=802026.07 | 3.396 | 2.647 | |
| Bucketingn=602026.07 | 3.41 | 2.662 | |
| Averagen=602026.07 | 3.412 | 2.664 | |
| Bucketingn=402026.07 | 3.432 | 2.685 | |
| Averagen=402026.07 | 3.434 | 2.687 | |
| MoM-Krumn=202026.07 | 3.472 | 2.978 | |
| Trimmed meann=202026.07 | 3.483 | 2.773 |