| 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 | 8.00 | 10.52 |
| ancestry_study | multiclass | 6.41 | 4.27 | 7.01 | 5.09 | 9.12 | 7.48 | 11.53 | 7.30 | 3.65 | 7.95 | 6.01 | 13.27 | 12.37 | 10.87 | 7.65 |
| anneal | multiclass | 7.47 | 5.95 | 6.80 | 8.84 | 8.53 | 7.61 | 12.80 | 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 | 9.30 | 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 | 10.90 | 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 | 15.00 | 5.59 | 3.40 | 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 | 6.10 | 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 | 7.60 | 6.87 | 7.50 |
| coil_2000_insurance_policies | binary | 13.15 | 4.73 | 8.38 | 4.19 | 6.85 | 7.36 | 14.97 | 10.65 | 4.97 | 7.40 | 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 | 7.00 | 6.91 | 8.50 | 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 | 6.20 | 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 | 12.40 | 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 | 10.80 | 6.71 | 7.96 | 6.51 | 8.83 | 7.20 | 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 | 6.40 |
| 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 | 9.00 | 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 | 11.70 | 4.99 | 6.31 | 9.88 | 9.07 | 7.24 | 6.73 | 6.10 | 10.40 | 9.46 | 11.45 | 7.24 | 6.28 | 6.96 |
| heart_disease_switzerland | binary | 5.01 | 7.36 | 10.92 | 5.70 | 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 | 6.60 | 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 | 7.90 | 7.27 | 6.38 | 9.08 | 7.97 | 6.63 | 10.03 | 7.69 |
| hiva_agnostic | binary | 6.40 | 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 | 7.30 | 8.38 | 10.38 | 6.51 | 7.05 | 6.50 | 6.45 | 9.79 | 7.76 | 12.46 | 7.40 |
| hr_analytics | binary | 9.37 | 8.80 | 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 | 8.00 | 4.67 | 11.84 | 3.59 | 5.82 | 10.32 |
| ionosphere | binary | 8.97 | 8.13 | 7.69 | 7.54 | 7.30 | 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 | 5.90 | 6.93 | 6.34 | 8.11 | 9.09 | 10.71 | 6.51 | 7.60 | 7.17 | 6.85 | 10.56 | 10.59 | 9.51 | 6.78 |
| kdd_cup_09_appetency | binary | 5.92 | 6.00 | 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 | 7.80 | 7.75 | 8.52 | 6.90 | 8.49 | 7.63 | 6.77 | 6.20 | 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 | 14.20 | 8.55 | 5.68 | 6.17 | 5.93 | 9.96 | 10.17 | 9.46 | 5.99 |
| lymphography | binary | 5.51 | 4.86 | 8.50 | 7.39 | 8.56 | 7.76 | 11.31 | 9.57 | 6.57 | 9.64 | 4.40 | 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 | 4.70 | 5.11 | 7.61 |
| mechanisms_of_action | binary | 8.35 | 7.29 | 6.40 | 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 | 7.50 | 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 | 7.00 | 3.85 | 2.95 | 5.03 | 10.70 | 8.01 | 14.99 | 4.61 | 5.19 | 12.59 | 2.67 | 12.40 | 11.61 | 7.71 | 10.70 |
| 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 | 6.60 | 7.54 | 2.29 | 6.41 | 9.41 | 9.27 | 12.54 | 4.17 | 11.00 | 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 | 5.20 | 6.28 | 4.69 | 11.83 | 11.76 | 11.10 | 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 | 4.80 | 7.75 | 5.92 |
| otto_group_product_classification_challenge | multiclass | 8.33 | 1.79 | 3.67 | 8.20 | 12.01 | 12.40 | 7.44 | 4.68 | 8.60 | 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 | 5.60 | 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 | 5.00 | 9.85 | 5.71 | 12.24 | 8.88 | 9.88 | 12.68 |
| prostate_cancer | binary | 4.60 | 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 | 3.80 | 3.56 | 8.51 | 9.39 | 11.80 | 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 | 8.60 | 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 | 10.20 | 7.71 | 4.92 | 4.35 | 12.67 | 1.52 | 11.99 | 11.80 | 8.80 | 13.07 |
| santander_customer_transaction_prediction | binary | 14.12 | 6.07 | 4.05 | 2.73 | 4.90 | 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 | 12.60 |
| 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 | 5.90 | 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 | 7.90 | 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 |