Classification on CDC BRFSS 2015 (5×2 cross-validation)
44.55F1 ScoreCopulaSMOTE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CopulaSMOTEClassifier=LR2025.06 | 44.55 | 82.16 | |
| CopulaSMOTEClassifier=GB2025.06 | 44.53 | 82.51 | |
| Borderline-SMOTEClassifier=GB2025.06 | 44.42 | 82.28 | |
| Borderline-SMOTEClassifier=LR2025.06 | 44.4 | 82.12 | |
| SMOTEClassifier=LR2025.06 | 44.27 | 82.16 | |
| SMOTEClassifier=GB2025.06 | 43.83 | 82.22 | |
| ADASYNClassifier=LR2025.06 | 43.77 | 82.04 | |
| CopulaSMOTEClassifier=XGB2025.06 | 43.57 | 80.89 | |
| CopulaSMOTEClassifier=MLP2025.06 | 43.36 | 80.83 | |
| ADASYNClassifier=GB2025.06 | 43.32 | 82.12 | |
| CopulaSMOTEClassifier=RF2025.06 | 42.6 | 79.88 | |
| FlowClassifier=LR2025.06 | 42.46 | 79.66 | |
| SMOTEClassifier=MLP2025.06 | 42.19 | 78.9 | |
| Borderline-SMOTEClassifier=MLP2025.06 | 42.13 | 79.12 | |
| ADASYNClassifier=MLP2025.06 | 41.66 | 78.51 | |
| SMOTEClassifier=RF2025.06 | 34.28 | 79.84 | |
| Borderline-SMOTEClassifier=RF2025.06 | 33.92 | 79.91 | |
| ADASYNClassifier=RF2025.06 | 33.49 | 79.77 | |
| FlowClassifier=MLP2025.06 | 28.89 | 82.15 | |
| SMOTEClassifier=XGB2025.06 | 28.54 | 82.39 | |
| Borderline-SMOTEClassifier=XGB2025.06 | 28.02 | 82.36 | |
| ADASYNClassifier=XGB2025.06 | 27.71 | 82.4 | |
| FlowClassifier=GB2025.06 | 27.17 | 82.82 | |
| FlowClassifier=XGB2025.06 | 26.28 | 82.56 | |
| FlowClassifier=RF2025.06 | 24.94 | 79.85 |