Classification on UCI Heart Disease
91.34ROC-AUCRandom Forest
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Random ForestHyperparameter Search Method=Random Search2024.11 | 91.34 | 82.67 | |
| Random ForestHyperparameter Search Method=Randomized-Grid Search2024.11 | 91.34 | 83.49 | |
| XGBoostGroup=Tree2026.05 | 90.8 | — | |
| Random ForestHyperparameter Search Method=Grid Search2024.11 | 90.48 | 83.44 | |
| FlagGAM + RF HeadGroup=Ours2026.05 | 90.2 | — | |
| XGBoostHyperparameter Search Method=Randomized-Grid Search2024.11 | 89.94 | 84.3 | |
| XGBoostHyperparameter Search Method=Random Search2024.11 | 89.61 | 83.79 | |
| EBMGroup=Additive2026.05 | 89.5 | — | |
| XGBoostHyperparameter Search Method=Grid Search2024.11 | 89.29 | 81.4 | |
| RFGroup=Tree2026.05 | 89.1 | — | |
| K-Nearest NeighbourHyperparameter Search Method=Randomized-Grid Search2024.11 | 88.9 | 85.08 | |
| K-Nearest NeighbourHyperparameter Search Method=Grid Search2024.11 | 88.53 | 78.69 | |
| K-Nearest NeighbourHyperparameter Search Method=Random Search2024.11 | 88.1 | 75.41 | |
| FlagGAMGroup=Ours2026.05 | 88 | — | |
| TabNetGroup=Deep2026.05 | 87.8 | — | |
| Naive BayesHyperparameter Search Method=Randomized-Grid Search2024.11 | 87.6 | 81.93 | |
| Logistic RegressionHyperparameter Search Method=Randomized-Grid Search2024.11 | 87.55 | 83.02 | |
| Naive BayesHyperparameter Search Method=Grid Search2024.11 | 87.55 | 81.97 | |
| Neural NetworkHyperparameter Search Method=Grid Search2024.11 | 87.34 | 83.03 | |
| Neural NetworkHyperparameter Search Method=Randomized-Grid Search2024.11 | 87.34 | 83.49 | |
| Support Vector MachineHyperparameter Search Method=Randomized-Grid Search2024.11 | 87.12 | 87.96 | |
| Naive BayesHyperparameter Search Method=Random Search2024.11 | 86.82 | 81.78 | |
| Neural NetworkHyperparameter Search Method=Random Search2024.11 | 86.58 | 82.67 | |
| Logistic RegressionHyperparameter Search Method=Grid Search2024.11 | 86.36 | 80.33 | |
| Logistic RegressionHyperparameter Search Method=Random Search2024.11 | 85.78 | 79.89 | |
| Support Vector MachineHyperparameter Search Method=Grid Search2024.11 | 85.71 | 83.44 | |
| Support Vector MachineHyperparameter Search Method=Random Search2024.11 | 85.22 | 83.04 | |
| Decision TreeHyperparameter Search Method=Randomized-Grid Search2024.11 | 80.74 | 81.43 | |
| Decision TreeHyperparameter Search Method=Grid Search2024.11 | 70.29 | 77.28 | |
| Decision TreeHyperparameter Search Method=Random Search2024.11 | 70.29 | 77.25 |