diff --git a/assets/logo.svg b/assets/logo.svg new file mode 100644 index 0000000000000000000000000000000000000000..a3dc4a6492896fb9a717c41d1e3a67ec1cba64c1 --- /dev/null +++ b/assets/logo.svg @@ -0,0 +1,57 @@ + + SelectArena + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/assets/style.css b/assets/style.css index a56cfba4d085a9f38a84c0148ba1d113abba98e7..78c13b40394aa8076a311713bca6dadb8b1c5ef0 100644 --- a/assets/style.css +++ b/assets/style.css @@ -38,7 +38,16 @@ a { color: var(--accent); } .page { max-width: 1200px; margin: 0 auto; padding: 24px 16px 48px; } /* Header */ +.brand { display: flex; align-items: center; gap: 16px; margin-bottom: 12px; } +.brand .logo { width: 92px; height: auto; flex: none; } +.brand > div { min-width: 0; flex: 1; } +.brand .subtitle { margin: 2px 0 0; overflow-wrap: anywhere; } .header h1 { font-size: 2.1rem; line-height: 1.15; margin: 0; letter-spacing: -0.015em; } +@media (max-width: 640px) { + .brand { gap: 12px; } + .brand .logo { width: 64px; } + .header h1 { font-size: 1.7rem; } +} .header h1 .mark { color: var(--accent); } .subtitle { margin: 4px 0 12px; color: var(--muted); font-size: 1.05rem; } .facts { display: flex; flex-wrap: wrap; gap: 6px; margin: 0; padding: 0; list-style: none; } diff --git a/data/meta.json b/data/meta.json index b0445230da4d535eb1a0c21ed6b0285bd2dd3760..eddf73dfd936946f5038da1d37aad1348e66d03b 100644 --- a/data/meta.json +++ b/data/meta.json @@ -1,6 +1,6 @@ { "benchmark_name": "feature_selection_benchmark_2026_all", - "generated_at": "2026-10-14 11:34 UTC", + "generated_at": "2026-10-14 12:53 UTC", "selectarena_version": "0.1.0", "n_results": 79873, "n_datasets": 71, diff --git a/data/per_dataset.csv b/data/per_dataset.csv index 136734818142dd64d6f276593e0008428520957d..74cb32bb940ecaa930299c17971a042d09420147 100644 --- a/data/per_dataset.csv +++ b/data/per_dataset.csv @@ -1,72 +1,72 @@ dataset,problem_type,(R)ReliefF,CART,ElasticNet,F-Test,GainRatio,LOCO,LaplacianScore,Lasso,MI,MarkovBlanket,RFImportance,Random,SBE,SFS,mRMR -Task-1087039797,binary,8.17,3.48,11.93,11.27,9.17,5.76,13.39,11.76,8.33,5.29,3.69,10.23,6.81,6.16,4.55 -Task-1119718077,regression,8.04,7.27,8.83,10.8,6.71,7.96,6.51,8.83,7.2,7.94,7.65,8.23,8.42,7.88,7.74 -Task-1190597780,binary,6.51,9.95,7.53,6.69,7.26,8.39,7.87,7.0,6.91,8.5,7.94,9.58,9.13,9.08,7.66 -Task-1429652751,binary,8.35,7.29,6.4,8.08,7.17,10.55,8.47,7.01,7.88,7.71,7.32,9.98,9.11,7.92,6.76 -Task-1458608432,binary,14.12,6.07,4.05,2.73,4.9,9.72,14.44,4.06,13.23,5.53,4.03,11.31,11.19,9.89,4.64 -Task-1470619609,binary,6.89,6.53,5.31,7.21,6.27,11.73,14.87,4.36,5.2,6.28,4.69,11.83,11.76,11.1,5.97 -Task-1537910476,multiclass,8.61,8.28,6.59,6.53,7.3,8.38,10.38,6.51,7.05,6.5,6.45,9.79,7.76,12.46,7.4 -Task-1548247551,multiclass,4.36,10.63,4.33,5.45,5.99,11.75,13.51,5.03,5.97,6.49,4.35,11.96,12.08,12.08,6.03 -Task-156413859,binary,6.73,5.13,9.99,10.83,7.89,4.34,14.51,9.67,6.69,8.0,4.67,11.84,3.59,5.82,10.32 -Task-1713586811,binary,10.27,9.29,8.33,6.31,6.89,4.46,13.69,8.33,4.35,6.85,9.99,13.23,5.09,4.86,8.05 -Task-1737676527,regression,8.84,3.17,5.44,8.93,7.55,3.75,14.93,5.43,5.27,7.62,3.55,13.31,13.69,8.0,10.52 -Task-1747559729,multiclass,9.89,5.05,6.16,9.97,7.06,4.71,13.64,6.14,7.12,5.66,6.83,12.35,4.95,7.87,12.6 -Task-1767785790,binary,8.27,8.17,8.43,8.26,7.73,7.31,8.89,7.9,7.27,6.38,9.08,7.97,6.63,10.03,7.69 -Task-2209824369,binary,6.43,5.28,8.42,12.05,11.93,5.47,7.54,8.45,8.06,9.03,7.69,12.4,2.49,2.61,12.15 -Task-2263383072,binary,7.45,7.36,8.25,7.35,7.37,8.13,13.37,8.03,6.67,4.32,7.36,13.23,6.65,8.27,6.19 -Task-2269177443,multiclass,5.35,5.23,3.94,5.99,10.97,6.72,12.91,4.66,5.0,9.85,5.71,12.24,8.88,9.88,12.68 -Task-2582981881,binary,6.4,8.39,4.23,8.16,10.09,10.05,12.67,5.93,8.11,8.95,4.67,7.91,8.87,5.49,10.09 -Task-2807200459,binary,11.09,9.55,5.79,6.59,10.19,5.12,10.9,5.77,6.11,7.91,10.75,10.58,4.23,5.73,9.71 -Task-2824973323,multiclass,6.41,4.27,7.01,5.09,9.12,7.48,11.53,7.3,3.65,7.95,6.01,13.27,12.37,10.87,7.65 -Task-2922517334,regression,9.56,5.04,7.77,8.19,7.87,7.5,13.72,7.89,7.78,8.11,5.46,13.79,3.91,4.59,8.84 -Task-3274731682,regression,5.67,2.97,8.49,10.79,7.39,10.15,11.87,8.45,8.65,6.31,2.78,11.85,5.47,8.63,10.53 -Task-3294278573,binary,5.53,10.19,5.85,5.77,5.39,11.27,11.37,6.59,5.54,6.97,5.33,12.23,11.11,11.19,5.65 -Task-3421250263,binary,6.83,9.0,6.89,7.27,5.91,9.03,12.43,7.73,5.83,8.26,6.93,8.74,8.76,8.15,8.23 -Task-3562356624,binary,9.99,8.96,6.92,6.59,9.79,8.55,5.27,6.92,9.33,8.43,8.45,6.43,6.87,6.39,11.11 -Task-4023552040,binary,10.35,5.77,5.45,5.37,11.92,9.79,12.47,5.27,8.37,12.52,6.29,12.76,3.79,4.36,5.55 -Task-4265382138,binary,12.05,4.87,5.08,8.73,10.39,9.77,13.05,5.99,7.51,4.93,3.89,8.03,10.21,7.19,8.31 -Task-4507720433,multiclass,8.33,1.79,3.67,8.2,12.01,12.4,7.44,4.68,8.6,3.29,2.47,13.33,13.23,13.41,7.15 -Task-4532501802,binary,7.61,9.05,7.58,7.8,7.75,8.52,6.9,8.49,7.63,6.77,6.2,9.53,7.86,9.63,8.67 -Task-4548273248,multiclass,6.55,7.97,5.87,8.57,5.17,9.76,14.2,8.55,5.68,6.17,5.93,9.96,10.17,9.46,5.99 -Task-4591045950,binary,5.92,6.0,12.99,4.73,5.29,3.57,13.25,13.05,9.47,4.41,6.13,12.49,12.91,4.01,5.76 -Task-4613115627,binary,6.23,3.36,5.25,5.96,11.37,11.37,12.72,4.23,5.51,10.48,4.17,11.24,11.08,5.67,11.37 -Task-4673108304,binary,10.35,8.08,5.9,10.15,7.87,8.28,8.21,6.31,8.05,7.87,7.37,8.09,8.85,6.71,7.91 -Task-4699939988,binary,7.9,5.36,9.07,7.43,5.98,7.15,14.27,9.07,8.92,7.61,5.45,9.41,4.09,9.05,9.24 -Task-4867148065,binary,13.15,4.73,8.38,4.19,6.85,7.36,14.97,10.65,4.97,7.4,6.19,8.01,10.65,4.64,7.85 -Task-5047778267,binary,4.6,8.95,5.03,5.43,5.29,12.49,13.63,5.43,5.97,7.02,6.21,12.15,12.19,10.11,5.49 -Task-5061570515,binary,7.71,7.22,5.86,4.45,11.55,7.25,12.81,5.55,6.09,12.29,5.65,11.33,6.2,7.33,8.69 -Task-5079031577,regression,6.12,6.69,5.97,8.65,9.19,8.87,9.03,5.97,9.27,9.22,6.08,12.32,7.08,6.63,8.92 -Task-5168164060,binary,6.19,11.7,4.99,6.31,9.88,9.07,7.24,6.73,6.1,10.4,9.46,11.45,7.24,6.28,6.96 -Task-5416034620,binary,10.92,10.48,6.95,5.63,11.11,4.23,12.25,7.09,3.98,10.55,10.36,8.87,5.07,6.12,6.4 -Task-5622217616,binary,9.35,8.57,7.77,8.96,6.07,9.43,7.92,7.77,7.67,8.33,7.27,8.91,7.6,6.87,7.5 -Task-5745371303,binary,8.71,9.07,6.98,7.93,8.47,7.07,13.15,6.95,6.63,5.76,8.18,12.63,4.8,7.75,5.92 -Task-5763189736,binary,7.33,8.01,6.99,6.82,7.07,6.27,13.27,8.77,8.95,5.37,8.12,10.56,5.67,8.82,7.98 -Task-616857086,binary,11.44,7.04,4.77,7.19,11.04,6.03,12.89,4.18,8.75,8.81,8.25,12.19,4.7,5.11,7.61 -Task-6346831288,multiclass,10.72,5.16,11.43,10.59,7.19,10.28,8.29,13.01,4.27,5.92,3.51,9.27,8.29,6.09,5.99 -Task-6392717221,binary,7.68,3.87,5.69,5.23,9.24,11.72,15.0,5.59,3.4,5.33,2.96,12.71,12.96,8.97,9.65 -Task-6680748470,binary,5.51,4.86,8.5,7.39,8.56,7.76,11.31,9.57,6.57,9.64,4.4,10.53,7.44,9.33,8.63 -Task-6789920400,binary,7.23,7.45,6.23,7.31,7.11,11.11,13.89,5.27,7.49,6.31,5.86,10.75,10.34,7.73,5.91 -Task-6859627074,binary,13.05,7.02,11.47,10.83,3.43,7.76,9.41,11.49,3.89,6.55,7.25,9.3,6.51,5.67,6.37 -Task-7014870989,multiclass,9.85,5.27,6.15,6.15,8.57,10.55,13.39,6.57,6.25,4.48,5.44,11.97,11.95,8.17,5.24 -Task-7152814512,binary,4.31,4.44,8.17,9.15,9.15,6.27,14.69,8.32,9.35,6.79,5.71,12.51,5.35,6.75,9.05 -Task-7219454773,binary,9.23,5.95,7.67,8.89,6.29,6.85,11.43,8.02,8.01,5.67,6.16,9.36,9.93,7.61,8.92 -Task-7315435704,binary,5.01,7.36,10.92,5.7,9.11,7.43,8.52,10.92,4.41,10.33,8.27,8.84,8.01,9.46,5.71 -Task-7493221688,regression,7.89,6.73,8.36,6.39,7.79,7.57,12.43,8.37,7.59,5.97,6.1,10.11,8.55,9.81,6.34 -Task-7603283006,regression,8.08,4.27,9.77,7.47,8.78,7.23,12.84,9.82,4.83,7.68,3.89,9.64,7.35,10.03,8.33 -Task-7612659684,multiclass,8.97,4.24,11.21,7.73,7.23,8.79,12.57,7.87,3.25,8.29,5.17,10.12,8.07,8.45,8.03 -Task-7641908575,binary,9.37,8.8,6.61,7.41,6.72,12.05,13.77,6.65,6.42,5.17,9.33,10.82,4.64,4.89,7.33 -Task-7704446119,regression,5.84,10.72,3.8,3.56,8.51,9.39,11.8,3.63,9.39,8.35,10.89,9.25,9.47,7.28,8.13 -Task-7911827689,binary,10.55,6.23,3.39,4.99,6.16,8.96,13.63,7.63,7.11,5.6,5.49,10.07,9.39,11.64,9.17 -Task-8002938196,binary,7.35,5.9,6.93,6.34,8.11,9.09,10.71,6.51,7.6,7.17,6.85,10.56,10.59,9.51,6.78 -Task-8017089756,binary,8.97,8.13,7.69,7.54,7.3,9.24,11.63,8.11,6.63,6.28,6.81,8.33,8.49,8.31,6.55 -Task-8047705376,binary,6.29,6.95,4.65,8.67,7.86,9.66,8.01,5.29,8.52,8.81,6.09,11.29,10.75,9.61,7.55 -Task-8120463491,multiclass,7.47,5.95,6.8,8.84,8.53,7.61,12.8,5.31,8.65,7.79,4.68,12.75,6.44,7.62,8.77 -Task-8167107051,binary,6.6,7.54,2.29,6.41,9.41,9.27,12.54,4.17,11.0,9.93,4.86,10.37,9.95,9.91,5.77 -Task-8256787811,multiclass,6.79,6.82,8.39,6.31,7.82,13.25,8.63,9.63,5.95,7.13,4.25,9.03,9.45,7.83,8.71 -Task-8467301507,binary,6.19,2.55,3.52,7.16,10.67,10.48,14.96,3.97,5.75,7.62,3.75,12.91,13.35,10.61,6.53 -Task-8467603651,regression,7.23,6.76,6.39,10.43,8.59,6.72,11.07,6.65,9.64,7.99,5.44,9.24,9.31,8.08,6.48 -Task-8480597872,binary,8.51,8.63,10.15,6.6,7.14,7.86,6.73,10.07,7.06,6.93,8.32,7.91,5.43,8.55,10.12 -Task-8600470218,binary,6.79,7.79,5.83,8.21,8.6,8.57,13.07,8.66,8.04,5.81,8.43,10.57,6.37,6.27,6.99 -Task-8702448794,binary,7.0,3.85,2.95,5.03,10.7,8.01,14.99,4.61,5.19,12.59,2.67,12.4,11.61,7.71,10.7 -Task-904079219,regression,5.91,3.03,5.28,5.72,13.05,10.2,7.71,4.92,4.35,12.67,1.52,11.99,11.8,8.8,13.07 -Task-9955825721,binary,8.86,7.81,5.81,6.46,7.86,5.33,12.43,6.25,10.51,9.01,7.34,10.87,5.24,8.27,7.96 +allstate_claims_severity,regression,8.84,3.17,5.44,8.93,7.55,3.75,14.93,5.43,5.27,7.62,3.55,13.31,13.69,8.0,10.52 +ancestry_study,multiclass,6.41,4.27,7.01,5.09,9.12,7.48,11.53,7.3,3.65,7.95,6.01,13.27,12.37,10.87,7.65 +anneal,multiclass,7.47,5.95,6.8,8.84,8.53,7.61,12.8,5.31,8.65,7.79,4.68,12.75,6.44,7.62,8.77 +aps_failure,binary,12.05,4.87,5.08,8.73,10.39,9.77,13.05,5.99,7.51,4.93,3.89,8.03,10.21,7.19,8.31 +audiology_diagnosis,multiclass,6.79,6.82,8.39,6.31,7.82,13.25,8.63,9.63,5.95,7.13,4.25,9.03,9.45,7.83,8.71 +automobile,regression,8.08,4.27,9.77,7.47,8.78,7.23,12.84,9.82,4.83,7.68,3.89,9.64,7.35,10.03,8.33 +bad_customer_detection,binary,13.05,7.02,11.47,10.83,3.43,7.76,9.41,11.49,3.89,6.55,7.25,9.3,6.51,5.67,6.37 +bank_customer_churn,binary,10.27,9.29,8.33,6.31,6.89,4.46,13.69,8.33,4.35,6.85,9.99,13.23,5.09,4.86,8.05 +bank_marketing,binary,11.09,9.55,5.79,6.59,10.19,5.12,10.9,5.77,6.11,7.91,10.75,10.58,4.23,5.73,9.71 +bioresponse,binary,7.68,3.87,5.69,5.23,9.24,11.72,15.0,5.59,3.4,5.33,2.96,12.71,12.96,8.97,9.65 +body_density_prediction,regression,6.12,6.69,5.97,8.65,9.19,8.87,9.03,5.97,9.27,9.22,6.08,12.32,7.08,6.63,8.92 +brasilian_houses,regression,7.89,6.73,8.36,6.39,7.79,7.57,12.43,8.37,7.59,5.97,6.1,10.11,8.55,9.81,6.34 +churn,binary,10.35,5.77,5.45,5.37,11.92,9.79,12.47,5.27,8.37,12.52,6.29,12.76,3.79,4.36,5.55 +clock_protein_period,binary,9.99,8.96,6.92,6.59,9.79,8.55,5.27,6.92,9.33,8.43,8.45,6.43,6.87,6.39,11.11 +clock_protein_toxicity,binary,9.35,8.57,7.77,8.96,6.07,9.43,7.92,7.77,7.67,8.33,7.27,8.91,7.6,6.87,7.5 +coil_2000_insurance_policies,binary,13.15,4.73,8.38,4.19,6.85,7.36,14.97,10.65,4.97,7.4,6.19,8.01,10.65,4.64,7.85 +colon_tumor,binary,6.51,9.95,7.53,6.69,7.26,8.39,7.87,7.0,6.91,8.5,7.94,9.58,9.13,9.08,7.66 +credit_approval,binary,7.71,7.22,5.86,4.45,11.55,7.25,12.81,5.55,6.09,12.29,5.65,11.33,6.2,7.33,8.69 +credit_card_clients_default,binary,7.33,8.01,6.99,6.82,7.07,6.27,13.27,8.77,8.95,5.37,8.12,10.56,5.67,8.82,7.98 +customer_satisfaction_in_airline,binary,6.43,5.28,8.42,12.05,11.93,5.47,7.54,8.45,8.06,9.03,7.69,12.4,2.49,2.61,12.15 +drug_induced_autoimmunity_prediction,binary,9.23,5.95,7.67,8.89,6.29,6.85,11.43,8.02,8.01,5.67,6.16,9.36,9.93,7.61,8.92 +forest_fires,regression,8.04,7.27,8.83,10.8,6.71,7.96,6.51,8.83,7.2,7.94,7.65,8.23,8.42,7.88,7.74 +framingham_heart_study,binary,8.86,7.81,5.81,6.46,7.86,5.33,12.43,6.25,10.51,9.01,7.34,10.87,5.24,8.27,7.96 +give_me_some_credit,binary,10.92,10.48,6.95,5.63,11.11,4.23,12.25,7.09,3.98,10.55,10.36,8.87,5.07,6.12,6.4 +hazelnut_spread_contaminant_detection_10GHz,binary,4.31,4.44,8.17,9.15,9.15,6.27,14.69,8.32,9.35,6.79,5.71,12.51,5.35,6.75,9.05 +heart_disease_cleveland,binary,6.83,9.0,6.89,7.27,5.91,9.03,12.43,7.73,5.83,8.26,6.93,8.74,8.76,8.15,8.23 +heart_disease_hungary,binary,6.19,11.7,4.99,6.31,9.88,9.07,7.24,6.73,6.1,10.4,9.46,11.45,7.24,6.28,6.96 +heart_disease_switzerland,binary,5.01,7.36,10.92,5.7,9.11,7.43,8.52,10.92,4.41,10.33,8.27,8.84,8.01,9.46,5.71 +heart_disease_va_long_beach,binary,8.51,8.63,10.15,6.6,7.14,7.86,6.73,10.07,7.06,6.93,8.32,7.91,5.43,8.55,10.12 +heloc,binary,7.45,7.36,8.25,7.35,7.37,8.13,13.37,8.03,6.67,4.32,7.36,13.23,6.65,8.27,6.19 +hepatitis_survival_prediction,binary,8.27,8.17,8.43,8.26,7.73,7.31,8.89,7.9,7.27,6.38,9.08,7.97,6.63,10.03,7.69 +hiva_agnostic,binary,6.4,8.39,4.23,8.16,10.09,10.05,12.67,5.93,8.11,8.95,4.67,7.91,8.87,5.49,10.09 +homesite_quote_conversion,binary,6.19,2.55,3.52,7.16,10.67,10.48,14.96,3.97,5.75,7.62,3.75,12.91,13.35,10.61,6.53 +horse_colic_survival,multiclass,8.61,8.28,6.59,6.53,7.3,8.38,10.38,6.51,7.05,6.5,6.45,9.79,7.76,12.46,7.4 +hr_analytics,binary,9.37,8.8,6.61,7.41,6.72,12.05,13.77,6.65,6.42,5.17,9.33,10.82,4.64,4.89,7.33 +in_vehicle_coupon_recommendation,binary,6.73,5.13,9.99,10.83,7.89,4.34,14.51,9.67,6.69,8.0,4.67,11.84,3.59,5.82,10.32 +ionosphere,binary,8.97,8.13,7.69,7.54,7.3,9.24,11.63,8.11,6.63,6.28,6.81,8.33,8.49,8.31,6.55 +japanese_credit_screening,binary,7.35,5.9,6.93,6.34,8.11,9.09,10.71,6.51,7.6,7.17,6.85,10.56,10.59,9.51,6.78 +kdd_cup_09_appetency,binary,5.92,6.0,12.99,4.73,5.29,3.57,13.25,13.05,9.47,4.41,6.13,12.49,12.91,4.01,5.76 +labor_negotiations,binary,7.61,9.05,7.58,7.8,7.75,8.52,6.9,8.49,7.63,6.77,6.2,9.53,7.86,9.63,8.67 +leukemia_allaml,binary,5.53,10.19,5.85,5.77,5.39,11.27,11.37,6.59,5.54,6.97,5.33,12.23,11.11,11.19,5.65 +ljubljana_primary_tumor,multiclass,8.97,4.24,11.21,7.73,7.23,8.79,12.57,7.87,3.25,8.29,5.17,10.12,8.07,8.45,8.03 +lung_cancer,multiclass,6.55,7.97,5.87,8.57,5.17,9.76,14.2,8.55,5.68,6.17,5.93,9.96,10.17,9.46,5.99 +lymphography,binary,5.51,4.86,8.5,7.39,8.56,7.76,11.31,9.57,6.57,9.64,4.4,10.53,7.44,9.33,8.63 +marketing_campaign,binary,11.44,7.04,4.77,7.19,11.04,6.03,12.89,4.18,8.75,8.81,8.25,12.19,4.7,5.11,7.61 +mechanisms_of_action,binary,8.35,7.29,6.4,8.08,7.17,10.55,8.47,7.01,7.88,7.71,7.32,9.98,9.11,7.92,6.76 +miami_housing,regression,9.56,5.04,7.77,8.19,7.87,7.5,13.72,7.89,7.78,8.11,5.46,13.79,3.91,4.59,8.84 +mic,multiclass,9.85,5.27,6.15,6.15,8.57,10.55,13.39,6.57,6.25,4.48,5.44,11.97,11.95,8.17,5.24 +naticusdroid_android_permissions_dataset,binary,7.0,3.85,2.95,5.03,10.7,8.01,14.99,4.61,5.19,12.59,2.67,12.4,11.61,7.71,10.7 +nci_ovarian_cancer,binary,7.23,7.45,6.23,7.31,7.11,11.11,13.89,5.27,7.49,6.31,5.86,10.75,10.34,7.73,5.91 +nci_pancreatic_cancer,binary,6.6,7.54,2.29,6.41,9.41,9.27,12.54,4.17,11.0,9.93,4.86,10.37,9.95,9.91,5.77 +nci_prostate_cancer,binary,6.89,6.53,5.31,7.21,6.27,11.73,14.87,4.36,5.2,6.28,4.69,11.83,11.76,11.1,5.97 +online_shoppers_purchasing_intention_dataset,binary,8.71,9.07,6.98,7.93,8.47,7.07,13.15,6.95,6.63,5.76,8.18,12.63,4.8,7.75,5.92 +otto_group_product_classification_challenge,multiclass,8.33,1.79,3.67,8.2,12.01,12.4,7.44,4.68,8.6,3.29,2.47,13.33,13.23,13.41,7.15 +polish_companies_bankruptcy,binary,8.17,3.48,11.93,11.27,9.17,5.76,13.39,11.76,8.33,5.29,3.69,10.23,6.81,6.16,4.55 +porto_seguro,binary,10.55,6.23,3.39,4.99,6.16,8.96,13.63,7.63,7.11,5.6,5.49,10.07,9.39,11.64,9.17 +predict_students_dropout_and_academic_success,multiclass,5.35,5.23,3.94,5.99,10.97,6.72,12.91,4.66,5.0,9.85,5.71,12.24,8.88,9.88,12.68 +prostate_cancer,binary,4.6,8.95,5.03,5.43,5.29,12.49,13.63,5.43,5.97,7.02,6.21,12.15,12.19,10.11,5.49 +pva_revenue_prediction_kddcup98,regression,5.84,10.72,3.8,3.56,8.51,9.39,11.8,3.63,9.39,8.35,10.89,9.25,9.47,7.28,8.13 +qsar_biodeg,binary,6.79,7.79,5.83,8.21,8.6,8.57,13.07,8.66,8.04,5.81,8.43,10.57,6.37,6.27,6.99 +qsar_oral_toxicity,binary,6.23,3.36,5.25,5.96,11.37,11.37,12.72,4.23,5.51,10.48,4.17,11.24,11.08,5.67,11.37 +qsar_tid_11,regression,5.91,3.03,5.28,5.72,13.05,10.2,7.71,4.92,4.35,12.67,1.52,11.99,11.8,8.8,13.07 +santander_customer_transaction_prediction,binary,14.12,6.07,4.05,2.73,4.9,9.72,14.44,4.06,13.23,5.53,4.03,11.31,11.19,9.89,4.64 +sdss_17,multiclass,9.89,5.05,6.16,9.97,7.06,4.71,13.64,6.14,7.12,5.66,6.83,12.35,4.95,7.87,12.6 +smoking_lung_cancer,binary,6.29,6.95,4.65,8.67,7.86,9.66,8.01,5.29,8.52,8.81,6.09,11.29,10.75,9.61,7.55 +soybean_large,multiclass,10.72,5.16,11.43,10.59,7.19,10.28,8.29,13.01,4.27,5.92,3.51,9.27,8.29,6.09,5.99 +srbct_prediction,multiclass,4.36,10.63,4.33,5.45,5.99,11.75,13.51,5.03,5.97,6.49,4.35,11.96,12.08,12.08,6.03 +superconductivity,regression,7.23,6.76,6.39,10.43,8.59,6.72,11.07,6.65,9.64,7.99,5.44,9.24,9.31,8.08,6.48 +taiwanese_bankruptcy_prediction,binary,10.35,8.08,5.9,10.15,7.87,8.28,8.21,6.31,8.05,7.87,7.37,8.09,8.85,6.71,7.91 +thyroid_discordant,binary,7.9,5.36,9.07,7.43,5.98,7.15,14.27,9.07,8.92,7.61,5.45,9.41,4.09,9.05,9.24 +wine_quality,regression,5.67,2.97,8.49,10.79,7.39,10.15,11.87,8.45,8.65,6.31,2.78,11.85,5.47,8.63,10.53 diff --git a/data/per_dataset_table.html b/data/per_dataset_table.html index 39d5a9599e1282cdfdaa933dfa08bce10f0c8648..d6a5442809f1bd06cca22daba56f3708a3e8cb52 100644 --- a/data/per_dataset_table.html +++ b/data/per_dataset_table.html @@ -29,78 +29,78 @@ td.na { color:var(--muted); } font-size:12px; color:var(--fg); } .pill.cat-search { border-color:var(--accent); } .pill.cat-baseline { color:var(--muted); } -
Mean rank of each method per dataset (lower is better). Click a column to sort.
DatasetProblem type(R)ReliefFCARTElasticNetF-TestGainRatioLOCOLaplacianScoreLassoMIMarkovBlanketRFImportanceRandomSBESFSmRMR
Task-1087039797binary8.173.4811.9311.279.175.7613.3911.768.335.293.6910.236.816.164.55
Task-1119718077regression8.047.278.8310.806.717.966.518.837.207.947.658.238.427.887.74
Task-1190597780binary6.519.957.536.697.268.397.877.006.918.507.949.589.139.087.66
Task-1429652751binary8.357.296.408.087.1710.558.477.017.887.717.329.989.117.926.76
Task-1458608432binary14.126.074.052.734.909.7214.444.0613.235.534.0311.3111.199.894.64
Task-1470619609binary6.896.535.317.216.2711.7314.874.365.206.284.6911.8311.7611.105.97
Task-1537910476multiclass8.618.286.596.537.308.3810.386.517.056.506.459.797.7612.467.40
Task-1548247551multiclass4.3610.634.335.455.9911.7513.515.035.976.494.3511.9612.0812.086.03
Task-156413859binary6.735.139.9910.837.894.3414.519.676.698.004.6711.843.595.8210.32
Task-1713586811binary10.279.298.336.316.894.4613.698.334.356.859.9913.235.094.868.05
Task-1737676527regression8.843.175.448.937.553.7514.935.435.277.623.5513.3113.698.0010.52
Task-1747559729multiclass9.895.056.169.977.064.7113.646.147.125.666.8312.354.957.8712.60
Task-1767785790binary8.278.178.438.267.737.318.897.907.276.389.087.976.6310.037.69
Task-2209824369binary6.435.288.4212.0511.935.477.548.458.069.037.6912.402.492.6112.15
Task-2263383072binary7.457.368.257.357.378.1313.378.036.674.327.3613.236.658.276.19
Task-2269177443multiclass5.355.233.945.9910.976.7212.914.665.009.855.7112.248.889.8812.68
Task-2582981881binary6.408.394.238.1610.0910.0512.675.938.118.954.677.918.875.4910.09
Task-2807200459binary11.099.555.796.5910.195.1210.905.776.117.9110.7510.584.235.739.71
Task-2824973323multiclass6.414.277.015.099.127.4811.537.303.657.956.0113.2712.3710.877.65
Task-2922517334regression9.565.047.778.197.877.5013.727.897.788.115.4613.793.914.598.84
Task-3274731682regression5.672.978.4910.797.3910.1511.878.458.656.312.7811.855.478.6310.53
Task-3294278573binary5.5310.195.855.775.3911.2711.376.595.546.975.3312.2311.1111.195.65
Task-3421250263binary6.839.006.897.275.919.0312.437.735.838.266.938.748.768.158.23
Task-3562356624binary9.998.966.926.599.798.555.276.929.338.438.456.436.876.3911.11
Task-4023552040binary10.355.775.455.3711.929.7912.475.278.3712.526.2912.763.794.365.55
Task-4265382138binary12.054.875.088.7310.399.7713.055.997.514.933.898.0310.217.198.31
Task-4507720433multiclass8.331.793.678.2012.0112.407.444.688.603.292.4713.3313.2313.417.15
Task-4532501802binary7.619.057.587.807.758.526.908.497.636.776.209.537.869.638.67
Task-4548273248multiclass6.557.975.878.575.179.7614.208.555.686.175.939.9610.179.465.99
Task-4591045950binary5.926.0012.994.735.293.5713.2513.059.474.416.1312.4912.914.015.76
Task-4613115627binary6.233.365.255.9611.3711.3712.724.235.5110.484.1711.2411.085.6711.37
Task-4673108304binary10.358.085.9010.157.878.288.216.318.057.877.378.098.856.717.91
Task-4699939988binary7.905.369.077.435.987.1514.279.078.927.615.459.414.099.059.24
Task-4867148065binary13.154.738.384.196.857.3614.9710.654.977.406.198.0110.654.647.85
Task-5047778267binary4.608.955.035.435.2912.4913.635.435.977.026.2112.1512.1910.115.49
Task-5061570515binary7.717.225.864.4511.557.2512.815.556.0912.295.6511.336.207.338.69
Task-5079031577regression6.126.695.978.659.198.879.035.979.279.226.0812.327.086.638.92
Task-5168164060binary6.1911.704.996.319.889.077.246.736.1010.409.4611.457.246.286.96
Task-5416034620binary10.9210.486.955.6311.114.2312.257.093.9810.5510.368.875.076.126.40
Task-5622217616binary9.358.577.778.966.079.437.927.777.678.337.278.917.606.877.50
Task-5745371303binary8.719.076.987.938.477.0713.156.956.635.768.1812.634.807.755.92
Task-5763189736binary7.338.016.996.827.076.2713.278.778.955.378.1210.565.678.827.98
Task-616857086binary11.447.044.777.1911.046.0312.894.188.758.818.2512.194.705.117.61
Task-6346831288multiclass10.725.1611.4310.597.1910.288.2913.014.275.923.519.278.296.095.99
Task-6392717221binary7.683.875.695.239.2411.7215.005.593.405.332.9612.7112.968.979.65
Task-6680748470binary5.514.868.507.398.567.7611.319.576.579.644.4010.537.449.338.63
Task-6789920400binary7.237.456.237.317.1111.1113.895.277.496.315.8610.7510.347.735.91
Task-6859627074binary13.057.0211.4710.833.437.769.4111.493.896.557.259.306.515.676.37
Task-7014870989multiclass9.855.276.156.158.5710.5513.396.576.254.485.4411.9711.958.175.24
Task-7152814512binary4.314.448.179.159.156.2714.698.329.356.795.7112.515.356.759.05
Task-7219454773binary9.235.957.678.896.296.8511.438.028.015.676.169.369.937.618.92
Task-7315435704binary5.017.3610.925.709.117.438.5210.924.4110.338.278.848.019.465.71
Task-7493221688regression7.896.738.366.397.797.5712.438.377.595.976.1010.118.559.816.34
Task-7603283006regression8.084.279.777.478.787.2312.849.824.837.683.899.647.3510.038.33
Task-7612659684multiclass8.974.2411.217.737.238.7912.577.873.258.295.1710.128.078.458.03
Task-7641908575binary9.378.806.617.416.7212.0513.776.656.425.179.3310.824.644.897.33
Task-7704446119regression5.8410.723.803.568.519.3911.803.639.398.3510.899.259.477.288.13
Task-7911827689binary10.556.233.394.996.168.9613.637.637.115.605.4910.079.3911.649.17
Task-8002938196binary7.355.906.936.348.119.0910.716.517.607.176.8510.5610.599.516.78
Task-8017089756binary8.978.137.697.547.309.2411.638.116.636.286.818.338.498.316.55
Task-8047705376binary6.296.954.658.677.869.668.015.298.528.816.0911.2910.759.617.55
Task-8120463491multiclass7.475.956.808.848.537.6112.805.318.657.794.6812.756.447.628.77
Task-8167107051binary6.607.542.296.419.419.2712.544.1711.009.934.8610.379.959.915.77
Task-8256787811multiclass6.796.828.396.317.8213.258.639.635.957.134.259.039.457.838.71
Task-8467301507binary6.192.553.527.1610.6710.4814.963.975.757.623.7512.9113.3510.616.53
Task-8467603651regression7.236.766.3910.438.596.7211.076.659.647.995.449.249.318.086.48
Task-8480597872binary8.518.6310.156.607.147.866.7310.077.066.938.327.915.438.5510.12
Task-8600470218binary6.797.795.838.218.608.5713.078.668.045.818.4310.576.376.276.99
Task-8702448794binary7.003.852.955.0310.708.0114.994.615.1912.592.6712.4011.617.7110.70
Task-904079219regression5.913.035.285.7213.0510.207.714.924.3512.671.5211.9911.808.8013.07
Task-9955825721binary8.867.815.816.467.865.3312.436.2510.519.017.3410.875.248.277.96