diff --git a/data/meta.json b/data/meta.json index 577e342fdb4831ce83c3ab6f3ff090e7b8c01306..aea39e2b278778d0f2ae6254fb210fa81496e854 100644 --- a/data/meta.json +++ b/data/meta.json @@ -1,6 +1,6 @@ { "benchmark_name": "feature_selection_benchmark_2026_all", - "generated_at": "2026-11-04 20:17 UTC", + "generated_at": "2026-11-04 21:54 UTC", "selectarena_version": "0.1.0", "n_results": 79873, "n_datasets": 71, diff --git a/data/results_explorer.html b/data/results_explorer.html index 6f3b28b47ded92873bc940083427df38b8e88a2b..0b8952041ed27b87e58bceb11fa48668df41372d 100644 --- a/data/results_explorer.html +++ b/data/results_explorer.html @@ -24,6 +24,8 @@ th[aria-sort] { color:var(--accent); } tbody tr:hover { background:var(--soft); } tbody tr:last-child td { border-bottom:none; } td.method { font-weight:600; } +td.method a.paper { color:inherit; text-decoration:none; border-bottom:1px dotted var(--muted); } +td.method a.paper:hover { color:var(--accent); border-bottom-color:var(--accent); } td .sub { color:var(--muted); font-size:12px; font-weight:400; margin-left:6px; } td.na { color:var(--muted); } .pill { display:inline-block; padding:0 8px; border:1px solid var(--line); border-radius:999px; diff --git a/data/stability_table.html b/data/stability_table.html index 602116024afca4c90e23f896f932defb5ac7bd4c..1fee30132761995dd1f3e6a59f16352ec6ba13c8 100644 --- a/data/stability_table.html +++ b/data/stability_table.html @@ -24,6 +24,8 @@ th[aria-sort] { color:var(--accent); } tbody tr:hover { background:var(--soft); } tbody tr:last-child td { border-bottom:none; } td.method { font-weight:600; } +td.method a.paper { color:inherit; text-decoration:none; border-bottom:1px dotted var(--muted); } +td.method a.paper:hover { color:var(--accent); border-bottom-color:var(--accent); } td .sub { color:var(--muted); font-size:12px; font-weight:400; margin-left:6px; } td.na { color:var(--muted); } .pill { display:inline-block; padding:0 8px; border:1px solid var(--line); border-radius:999px; @@ -32,7 +34,7 @@ td.na { color:var(--muted); } .pill.cat-baseline { color:var(--muted); } .medal { display:inline-block; width:1.4em; text-align:center; font-size:15px; line-height:1; } td.shaded { font-weight:600; } -
| Method | Stability ↑ | Budget 1 (smallest) | Budget 2 | Budget 3 | Budget 4 | Budget 5 (largest) |
|---|---|---|---|---|---|---|
| F-Test | 0.679 | 0.725 | 0.734 | 0.706 | 0.668 | 0.562 |
| LaplacianScore | 0.652 | 0.588 | 0.644 | 0.660 | 0.689 | 0.678 |
| MI | 0.647 | 0.645 | 0.673 | 0.683 | 0.649 | 0.587 |
| (R)ReliefF | 0.646 | 0.641 | 0.647 | 0.672 | 0.656 | 0.612 |
| GainRatio | 0.644 | 0.679 | 0.681 | 0.670 | 0.641 | 0.550 |
| RFImportance | 0.643 | 0.628 | 0.653 | 0.676 | 0.661 | 0.597 |
| mRMR | 0.604 | 0.528 | 0.578 | 0.614 | 0.656 | 0.651 |
| ElasticNet | 0.447 | 0.509 | 0.519 | 0.481 | 0.419 | 0.308 |
| CART | 0.422 | 0.484 | 0.456 | 0.444 | 0.402 | 0.324 |
| MarkovBlanket | 0.413 | 0.418 | 0.396 | 0.413 | 0.434 | 0.405 |
| Lasso | 0.362 | 0.421 | 0.422 | 0.389 | 0.334 | 0.246 |
| SFS | 0.267 | 0.368 | 0.278 | 0.239 | 0.225 | 0.176 |
| LOCO | 0.173 | 0.299 | 0.220 | 0.151 | 0.114 | 0.080 |
| SBE | 0.132 | 0.195 | 0.175 | 0.144 | 0.095 | 0.059 |
| Random | 0.001 | -0.001 | 0.001 | -0.001 | 0.002 | 0.002 |