Classification on Credit (test)
82.02Test AccuracyXGBoost
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XGBoost2026.06 | 82.02 | — | |
| FIGS2026.06 | 82 | — | |
| Non-Deferral Tree2026.06 | 81.96 | — | |
| Random Forest2026.06 | 81.95 | — | |
| MDT+XGBmax_test_deferral_rate=25%2026.06 | 81.82 | — | |
| lightGBMSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 0.75 | — | |
| FairGBMSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 0.75 | — | |
| lightGBMSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | 0.75 | — | |
| FairGBMSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | 0.748 | — | |
| BaggingSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 0.74 | — | |
| BaggingSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | 0.74 | — | |
| POAFSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 0.718 | — | |
| POAFSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | 0.718 | — | |
| EPAF-CSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 0.716 | — | |
| EPAF-CSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | 0.716 | — | |
| EPAF-DSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 0.71 | — | |
| EPAF-DSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | 0.71 | — | |
| AdaFairSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 0.7 | — | |
| AdaFairSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | 0.7 | — | |
| AdaFairSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0 | |
| AdaFairSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0 | |
| BaggingSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0.0798 | |
| BaggingSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0.1138 | |
| EPAF-CSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0.0983 | |
| EPAF-CSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0.1115 | |
| EPAF-DSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0.0808 | |
| EPAF-DSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0.0813 | |
| FairGBMSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0.0579 | |
| FairGBMSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0.0798 | |
| lightGBMSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0.0646 | |
| lightGBMSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0.0945 | |
| POAFSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0.0363 | |
| POAFSensitive Attribute=age, Evaluation Protocol=5-fold cross-validation2023.01 | — | 0.0649 |