diff --git a/data/meta.json b/data/meta.json index b0a5101fb00f187ad10cf0d2a70e4584bdce6fca..577e342fdb4831ce83c3ab6f3ff090e7b8c01306 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 19:08 UTC", + "generated_at": "2026-11-04 20:17 UTC", "selectarena_version": "0.1.0", "n_results": 79873, "n_datasets": 71, diff --git a/data/subsets/tasks_all/models_all/budgets_0/leaderboard_table.html b/data/subsets/tasks_all/models_all/budgets_0/leaderboard_table.html index d8fdfe1ecf0df4b84169f3cbf9175c05bf37aa4f..3fbe6b6bb404a02c4a3e172ea9074774529279a4 100644 --- a/data/subsets/tasks_all/models_all/budgets_0/leaderboard_table.html +++ b/data/subsets/tasks_all/models_all/budgets_0/leaderboard_table.html @@ -32,22 +32,22 @@ 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 | Type | Elo ↑ | Avg. rank ↓ | Improvability ↓ | Stability ↑ | Validity ↑ | Time (s) ↓ | Fallback (%) |
|---|---|---|---|---|---|---|---|---|---|
| 🥇1 | RFImportance | Treenon-search | 1343+52 / −46 | 6.29 | 20.0 | 0.628 | 0.805 | 0.2 | 0.0 |
| 🥈2 | CART | Treenon-search | 1315+47 / −42 | 6.56 | 22.6 | 0.484 | 0.731 | 0.1 | 0.0 |
| 🥉3 | MarkovBlanket | Backward searchsearch | 1308+44 / −41 | 6.67 | 21.8 | 0.418 | 0.465 | 0.2 | 0.0 |
| 4 | F-Test | Correlationnon-search | 1290+41 / −40 | 7.11 | 23.8 | 0.725 | 0.952 | 0.0 | 0.0 |
| 5 | MI | Information theorynon-search | 1290+34 / −35 | 6.95 | 23.0 | 0.645 | 0.898 | 0.4 | 0.0 |
| 6 | ElasticNet | Regularizationnon-search | 1284+42 / −40 | 6.95 | 24.4 | 0.509 | 0.915 | 7.5 | 0.0 |
| 7 | SFS | Forward searchsearch | 1270+44 / −46 | 7.13 | 24.5 | 0.368 | 0.750 | 941.9 | 29.1 |
| 8 | mRMR | Information theorynon-search | 1255+39 / −38 | 7.68 | 24.7 | 0.528 | 0.779 | 0.3 | 0.0 |
| 9 | Lasso | Regularizationnon-search | 1250+36 / −41 | 7.42 | 25.7 | 0.421 | 0.890 | 2.2 | 0.0 |
| 10 | GainRatio | Information theorynon-search | 1242+37 / −39 | 7.98 | 26.5 | 0.679 | 0.942 | 0.2 | 0.0 |
| 11 | (R)ReliefF | Distancenon-search | 1206+44 / −45 | 8.47 | 28.4 | 0.642 | 0.873 | 14.2 | 0.0 |
| 12 | SBE | Backward searchsearch | 1186+48 / −47 | 8.70 | 30.3 | 0.195 | 0.621 | 3,579.1 | 49.6 |
| 13 | LOCO | Leave-one-outsearch | 1176+42 / −41 | 8.54 | 29.9 | 0.299 | 0.665 | 242.0 | 0.0 |
| 14 | Random | Baseline | 1000+46 / −54 | 11.38 | 42.0 | -0.001 | 0.493 | 0.0 | 0.0 |
| 15 | LaplacianScore | Distancenon-search | 963+61 / −72 | 12.16 | 45.3 | 0.588 | 0.847 | 0.2 | 0.0 |