Classification on adult (5-fold cross-val)
80.95F1 Score (Macro)LR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LRModel Type=Interpretable, Evaluation Protocol=5-fold cross-validation2021.09 | 80.95 | — | |
| RRLModel Type=Interpretable, Evaluation Protocol=5-fold cross-validation2021.09 | 80.72 | — | |
| XGBoostModel Type=Complex, Evaluation Protocol=5-fold cross-validation2021.09 | 80.36 | — | |
| SBRLModel Type=Interpretable, Evaluation Protocol=5-fold cross-validation2021.09 | 79.88 | — | |
| LightGBMModel Type=Complex, Evaluation Protocol=5-fold cross-validation2021.09 | 79.22 | — | |
| SVMModel Type=Complex, Evaluation Protocol=5-fold cross-validation2021.09 | 78.43 | — | |
| C4.5Model Type=Interpretable, Evaluation Protocol=5-fold cross-validation2021.09 | 77.77 | — | |
| CARTModel Type=Interpretable, Evaluation Protocol=5-fold cross-validation2021.09 | 77.06 | — | |
| RFModel Type=Complex, Evaluation Protocol=5-fold cross-validation2021.09 | 73.55 | — | |
| CORELSModel Type=Interpretable, Evaluation Protocol=5-fold cross-validation2021.09 | 71.38 | — | |
| CRSModel Type=Interpretable, Evaluation Protocol=5-fold cross-validation2021.09 | 70.56 | — | |
| PLNN(MLP)Model Type=Complex, Evaluation Protocol=5-fold cross-validation2021.09 | 63.63 | — | |
| Atomic forestsN=5000, d=96, Config=depth-1 (L2)2026.05 | — | 85.2 | |
| Compactness-KNNvalidation=5-fold cross-validation2025.11 | — | 77.1 | |
| DW-KNNvalidation=5-fold cross-validation2025.11 | — | 81.7 | |
| Ensemble-KNNvalidation=5-fold cross-validation2025.11 | — | 79.4 | |
| KNN-Distancevalidation=5-fold cross-validation2025.11 | — | 79.2 | |
| KNN-Kernelvalidation=5-fold cross-validation2025.11 | — | 80.3 | |
| KNN-Uniformvalidation=5-fold cross-validation2025.11 | — | 80.3 | |
| XGBoostN=5000, d=96, Config=depth-1 (L2)2026.05 | — | 85.8 |