Classification on Heart Disease UCI (test)
0.0384Training Time (s)Logistic Regression
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Logistic RegressionSearch Method=Random Search2024.11 | 0.0384 | — | — | — | |
| Naive BayesSearch Method=Randomized-Grid Search2024.11 | 0.0535 | — | — | — | |
| Naive BayesSearch Method=Random Search2024.11 | 0.093 | — | — | — | |
| K-Nearest NeighbourSearch Method=Random Search2024.11 | 0.2932 | — | — | — | |
| Naive BayesSearch Method=Grid Search2024.11 | 0.824 | — | — | — | |
| Logistic RegressionSearch Method=Randomized-Grid Search2024.11 | 0.8985 | — | — | — | |
| Decision TreeSearch Method=Random Search2024.11 | 2.54 | — | 77.25 | 70.29 | |
| K-Nearest NeighbourSearch Method=Randomized-Grid Search2024.11 | 2.6115 | — | — | — | |
| Logistic RegressionSearch Method=Grid Search2024.11 | 2.8187 | — | — | — | |
| K-Nearest NeighbourSearch Method=Grid Search2024.11 | 5 | — | — | — | |
| Support Vector MachineSearch Method=Randomized-Grid Search2024.11 | 6.1294 | — | — | — | |
| Support Vector MachineSearch Method=Random Search2024.11 | 6.782 | — | — | — | |
| Decision TreeSearch Method=Randomized-Grid Search2024.11 | 7.172 | — | 81.43 | 80.74 | |
| Support Vector MachineSearch Method=Grid Search2024.11 | 10.55 | — | — | — | |
| Random ForestSearch Method=Random Search2024.11 | 11.0637 | — | — | — | |
| XGBoostSearch Method=Randomized-Grid Search2024.11 | 13.3861 | — | 84.3 | 89.94 | |
| Decision TreeSearch Method=Grid Search2024.11 | 14.52 | — | 77.28 | 70.29 | |
| Random ForestSearch Method=Randomized-Grid Search2024.11 | 17.7872 | — | 83.49 | 91.34 | |
| XGBoostSearch Method=Random Search2024.11 | 18.2559 | — | — | — | |
| Neural NetworkSearch Method=Random Search2024.11 | 20.8 | — | — | — | |
| Random ForestSearch Method=Grid Search2024.11 | 42 | — | — | — | |
| Neural NetworkSearch Method=Randomized-Grid Search2024.11 | 70.9886 | — | — | 86.58 | |
| Neural NetworkSearch Method=Grid Search2024.11 | 91.79 | — | — | — | |
| XGBoostSearch Method=Grid Search2024.11 | 599.8878 | — | — | — | |
| BRSModel Category=Ruleset Extracting Models2026.05 | — | 0.64 | — | — | |
| BSCCARTModel Category=Structure-constrained Models2026.05 | — | 5 | — | — | |
| IDSModel Category=Ruleset Extracting Models2026.05 | — | 2.1 | — | — | |
| IREPModel Category=Ruleset Extracting Models2026.05 | — | -19.49 | — | — | |
| OPDTModel Category=Structure-constrained Models2026.05 | — | -9.2 | — | — | |
| PRISMModel Category=Ruleset Extracting Models2026.05 | — | 0.2 | — | — | |
| RipperModel Category=Ruleset Extracting Models2026.05 | — | -4.52 | — | — | |
| RSCRULESModel Category=Structure-constrained Models2026.05 | — | -0.9 | — | — |