Alzheimer's Disease Diagnosis on ADNI Class Balanced (test)
98PrecisionLight GBM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Light GBMTarget Class Labels=CN, Imbalance Handling=after2026.07 | 98 | 95 | 97 | — | — | — | — | — | |
| Stacking-EnsembleTarget Class Labels=CN, Imbalance Handling=after, Base Estimators=LR, LGBM, Extra Tree, Bagging-KNN, Meta Estimator=LR2026.07 | 98 | 97 | 97 | — | — | — | — | — | |
| Extra TreeTarget Class Labels=CN, Imbalance Handling=after2026.07 | 97 | 95 | 96 | — | — | — | — | — | |
| Logistic RegressionTarget Class Labels=CN, Imbalance Handling=after2026.07 | 96 | 97 | 97 | — | — | — | — | — | |
| Stacking-EnsembleTarget Class Labels=MCI, Imbalance Handling=after, Base Estimators=LR, LGBM, Extra Tree, Bagging-KNN, Meta Estimator=LR2026.07 | 94 | 90 | 92 | — | — | — | — | — | |
| Logistic RegressionTarget Class Labels=MCI, Imbalance Handling=after2026.07 | 93 | 88 | 91 | — | — | — | — | — | |
| Light GBMTarget Class Labels=MCI, Imbalance Handling=after2026.07 | 93 | 89 | 91 | — | — | — | — | — | |
| Extra TreeTarget Class Labels=MCI, Imbalance Handling=after2026.07 | 93 | 88 | 90 | — | — | — | — | — | |
| Bagging-KNNTarget Class Labels=MCI, Imbalance Handling=after2026.07 | 93 | 69 | 79 | — | — | — | — | — | |
| Artificial Neural NetworkTarget Class Labels=CN, Imbalance Handling=after2026.07 | 93 | 96 | 95 | — | — | — | — | — | |
| Artificial Neural NetworkTarget Class Labels=MCI, Imbalance Handling=after2026.07 | 92 | 87 | 90 | — | — | — | — | — | |
| Artificial Neural NetworkTarget Class Labels=Dementia, Imbalance Handling=after2026.07 | 83 | 90 | 86 | — | — | — | — | — | |
| Stacking-EnsembleTarget Class Labels=Dementia, Imbalance Handling=after, Base Estimators=LR, LGBM, Extra Tree, Bagging-KNN, Meta Estimator=LR2026.07 | 82 | 91 | 86 | — | — | — | — | — | |
| Light GBMTarget Class Labels=Dementia, Imbalance Handling=after2026.07 | 80 | 91 | 85 | — | — | — | — | — | |
| Logistic RegressionTarget Class Labels=Dementia, Imbalance Handling=after2026.07 | 79 | 90 | 84 | — | — | — | — | — | |
| Extra TreeTarget Class Labels=Dementia, Imbalance Handling=after2026.07 | 79 | 91 | 85 | — | — | — | — | — | |
| Bagging-KNNTarget Class Labels=CN, Imbalance Handling=after2026.07 | 79 | 97 | 87 | — | — | — | — | — | |
| Bagging-KNNTarget Class Labels=Dementia, Imbalance Handling=after2026.07 | 77 | 93 | 84 | — | — | — | — | — | |
| Artificial Neural NetworkTarget Class Labels=Weighted Average, Imbalance Handling=after2026.07 | — | — | — | 91 | 91 | 91 | 98.06 | 91 | |
| Bagging-KNNTarget Class Labels=Weighted Average, Imbalance Handling=after2026.07 | — | — | — | 85 | 83 | 83 | 96.65 | 83 | |
| Extra TreeTarget Class Labels=Weighted Average, Imbalance Handling=after2026.07 | — | — | — | 92 | 91 | 91 | 98.55 | 91 | |
| Light GBMTarget Class Labels=Weighted Average, Imbalance Handling=after2026.07 | — | — | — | 92 | 92 | 92 | 98.74 | 92 | |
| Logistic RegressionTarget Class Labels=Weighted Average, Imbalance Handling=after2026.07 | — | — | — | 92 | 92 | 92 | 98.11 | 92 | |
| Stacking-EnsembleTarget Class Labels=Weighted Average, Imbalance Handling=after, Base Estimators=LR, LGBM, Extra Tree, Bagging-KNN, Meta Estimator=LR2026.07 | — | — | — | 93 | 93 | 93 | 98.84 | 93 |