Depression Prediction on Depression Prediction dataset 1.0 (test)
95.78AccuracyHHO-LR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HHO-LRFeature Selection=Proposed (ANOVA + IG)2026.06 | 95.78 | 95.6 | 95.95 | 95.77 | 96 | |
| LRFeature Selection=Proposed (ANOVA + IG)2026.06 | 94.54 | 94.35 | 94.75 | 94.55 | 95 | |
| HHO-LRFeature Selection=Ensemble (MI+RFE)2026.06 | 94.31 | 94.1 | 94.55 | 94.32 | 95 | |
| HHO-LRFeature Selection=Boruta2026.06 | 94.16 | 93.95 | 94.4 | 94.17 | 95 | |
| ANNFeature Selection=Proposed (ANOVA + IG)2026.06 | 93.46 | 93.25 | 93.7 | 93.47 | 94 | |
| LRFeature Selection=Ensemble (MI+RFE)2026.06 | 93.22 | 93.05 | 93.4 | 93.22 | 94 | |
| LRFeature Selection=Boruta2026.06 | 93.14 | 92.95 | 93.35 | 93.15 | 94 | |
| HHO-LRFeature Selection=None2026.06 | 93.06 | 92.82 | 93.2 | 93.01 | 94 | |
| ANNFeature Selection=Boruta2026.06 | 92.81 | 92.6 | 93.05 | 92.82 | 93 | |
| XGBoostFeature Selection=Ensemble (MI+RFE)2026.06 | 92.61 | 92.4 | 92.85 | 92.62 | 93 | |
| LRFeature Selection=None2026.06 | 92.28 | 92.05 | 92.5 | 92.27 | 93 | |
| ANNFeature Selection=None2026.06 | 91.35 | 91.1 | 91.55 | 91.32 | 92 | |
| LGBMFeature Selection=None2026.06 | 90.42 | 90.18 | 90.55 | 90.36 | 91 | |
| k-NNFeature Selection=None2026.06 | 89.22 | 89.05 | 89.4 | 89.22 | 89 | |
| RFCFeature Selection=None2026.06 | 87.85 | 87.62 | 87.94 | 87.78 | 88 | |
| SVCFeature Selection=None2026.06 | 87.36 | 87.15 | 87.5 | 87.32 | 87 |