Stroke prediction on Stroke prediction dataset
93.17RecallXGBoost
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| XGBoost2026.05 | 93.17 | 53.83 | 68.24 | — | — | — | — | — | — | 62.63 | 79.96 | 0.2187 | |
| TabPFN2026.05 | 90 | 63.38 | 74.38 | — | — | — | — | — | — | 73.28 | 82.79 | 0.169 | |
| TabNet2026.05 | 85.54 | 64.74 | 73.7 | — | — | — | — | — | — | 73.7 | 84.55 | 0.1698 | |
| QDSP2026.05 | 83.31 | 67.21 | 74.33 | — | — | — | — | — | — | 75.26 | 83.71 | 0.1666 | |
| LightGBM2026.05 | 82.73 | 64.98 | 72.79 | — | — | — | — | — | — | 73.36 | 83.19 | 0.206 | |
| SVM2026.05 | 78.31 | 66.55 | 71.96 | — | — | — | — | — | — | 73.7 | 80.89 | 0.1772 | |
| LogisticRegressionLogDir=8/infgain/Standard__mixup__SMOTE/LogisticRegression, Norm_First=True, Split_Ratio=0.2, P_th=0.52026.05 | 78 | — | — | — | — | — | — | — | — | — | — | — | |
| LogisticRegressionLogDir=7/infgain/Standard__mixup__RandomUnderSampler/LogisticRegression, Norm_First=True, Split_Ratio=0.2, P_th=0.52026.05 | 77.92 | — | — | — | — | — | — | — | — | — | — | — | |
| LogisticRegressionLogDir=6/infgain/MinMax__mixup__SMOTE/LogisticRegression, Norm_First=True, Split_Ratio=0.2, P_th=0.52026.05 | 77.86 | — | — | — | — | — | — | — | — | — | — | — | |
| LogisticRegressionLogDir=7/infgain/Standard__mixup__SMOTE/LogisticRegression, Norm_First=True, Split_Ratio=0.2, P_th=0.52026.05 | 77.79 | — | — | — | — | — | — | — | — | — | — | — | |
| LogisticRegressionLogDir=6/infgain/MinMax__mixup__ADASYN/LogisticRegression, Norm_First=True, Split_Ratio=0.2, P_th=0.52026.05 | 77.72 | — | — | — | — | — | — | — | — | — | — | — | |
| Logistic Regression2026.05 | 76.71 | 68.21 | 72.21 | — | — | — | — | — | — | 74.57 | 83.31 | 0.1667 | |
| Random Forest2026.05 | 73.09 | 66.42 | 69.6 | — | — | — | — | — | — | 72.49 | 80.66 | 0.1816 | |
| Decision Tree2026.05 | 71.86 | 61.27 | 65.88 | — | — | — | — | — | — | 68.16 | 75.08 | 0.2096 | |
| GradientBoostingLogDir=8/infgain/MinMax__mixup__noIMB/GradientBoosting, Norm_First=True, Split_Ratio=0.1, P_th=0.352026.05 | — | — | — | 95.37 | 95.37 | 95.37 | — | 95.37 | 93.99 | 95.37 | — | — | |
| LogisticRegressionLogDir=9/biMaxInfgain/noAUG__SMOTE__MinMax/LogisticRegression, Norm_First=False, Split_Ratio=0.2, P_th=0.52026.05 | — | — | 65.6 | — | — | — | — | — | — | — | — | — | |
| LogisticRegressionLogDir=9/infgain/MinMax__noAUG__TomekLinks/LogisticRegression, Norm_First=True, Split_Ratio=0.2, P_th=0.52026.05 | — | 97.65 | — | — | — | — | 95.52 | — | — | — | — | — | |
| LogisticRegressionLogDir=9/biMaxInfgain/noAUG__SMOTE__Standard/LogisticRegression, Norm_First=False, Split_Ratio=0.2, P_th=0.52026.05 | — | — | 65.6 | — | — | — | — | — | — | — | — | — | |
| LogisticRegressionLogDir=9/infgain/MinMax__mixup__noIMB/LogisticRegression, Norm_First=True, Split_Ratio=0.2, P_th=0.352026.05 | — | — | — | 95.34 | 95.34 | 95.34 | — | 95.34 | — | 95.34 | — | — | |
| LogisticRegressionLogDir=7/infgain/mixup__noIMB__MinMax/LogisticRegression, Norm_First=False, Split_Ratio=0.2, P_th=0.352026.05 | — | — | — | 95.34 | 95.34 | 95.34 | — | 95.34 | — | 95.34 | — | — | |
| LogisticRegressionLogDir=9/biMeanInfgain/noAUG__SMOTE__MinMax/LogisticRegression, Norm_First=False, Split_Ratio=0.2, P_th=0.52026.05 | — | — | 65.6 | — | — | — | — | — | — | — | — | — | |
| LogisticRegressionLogDir=6/infgain/mixup__TomekLinks__Standard/LogisticRegression, Norm_First=False, Split_Ratio=0.2, P_th=0.352026.05 | — | — | — | 95.34 | 95.34 | 95.34 | — | 95.34 | — | 95.34 | — | — | |
| LogisticRegressionLogDir=9/infgain/Standard__noAUG__TomekLinks/LogisticRegression, Norm_First=True, Split_Ratio=0.2, P_th=0.52026.05 | — | 97.65 | — | — | — | — | — | — | — | — | — | — | |
| LogisticRegressionLogDir=9/biMeanInfgain/noAUG__SMOTE__Standard/LogisticRegression, Norm_First=False, Split_Ratio=0.2, P_th=0.52026.05 | — | — | 65.6 | — | — | — | — | — | — | — | — | — | |
| LogisticRegressionLogDir=9/biMeanInfgain/noAUG__ADASYN__Standard/LogisticRegression, Norm_First=False, Split_Ratio=0.2, P_th=0.52026.05 | — | — | 65.11 | — | — | — | — | — | — | — | — | — | |
| LogisticRegressionLogDir=7/infgain/mixup__TomekLinks__Standard/LogisticRegression, Norm_First=False, Split_Ratio=0.2, P_th=0.352026.05 | — | — | — | 95.34 | 95.34 | 95.34 | — | — | — | 95.34 | — | — | |
| XGBmodelLogDir=6/infgain/noAUG__noIMB__Standard/XGBmodel, Norm_First=False, Split_Ratio=0.1, P_th=0.52026.05 | — | 97.65 | — | — | — | — | 95.52 | — | — | — | — | — | |
| XGBmodelLogDir=10/noSelect/noAUG__TomekLinks__Standard/XGBmodel, Norm_First=False, Split_Ratio=0.1, P_th=0.52026.05 | — | — | — | — | — | — | 95.52 | — | — | — | — | — | |
| XGBmodelLogDir=10/noSelect/noAUG__noIMB__MinMax/XGBmodel, Norm_First=False, Split_Ratio=0.1, P_th=0.352026.05 | — | — | — | — | — | — | — | — | 94.24 | — | — | — | |
| XGBmodelLogDir=10/noSelect/MinMax__noAUG__noIMB/XGBmodel, Norm_First=True, Split_Ratio=0.1, P_th=0.352026.05 | — | — | — | — | — | — | — | — | 94.24 | — | — | — | |
| XGBmodelLogDir=6/infgain/MinMax__noAUG__noIMB/XGBmodel, Norm_First=True, Split_Ratio=0.1, P_th=0.52026.05 | — | 97.65 | — | — | — | — | 95.52 | — | — | — | — | — | |
| XGBmodelLogDir=10/noSelect/Standard__noAUG__noIMB/XGBmodel, Norm_First=True, Split_Ratio=0.1, P_th=0.352026.05 | — | — | — | — | — | — | — | — | 94.24 | — | — | — | |
| XGBmodelLogDir=6/infgain/noAUG__noIMB__MinMax/XGBmodel, Norm_First=False, Split_Ratio=0.1, P_th=0.52026.05 | — | — | — | — | — | — | 95.52 | — | — | — | — | — | |
| XGBmodelLogDir=10/noSelect/noAUG__noIMB__Standard/XGBmodel, Norm_First=False, Split_Ratio=0.1, P_th=0.352026.05 | — | — | — | — | — | — | — | — | 94.24 | — | — | — | |
| XGBmodelLogDir=6/infgain/Standard__noAUG__noIMB/XGBmodel, Norm_First=True, Split_Ratio=0.1, P_th=0.52026.05 | — | 97.65 | — | — | — | — | 95.52 | — | — | — | — | — |