Fairness Evaluation on Credit (test)
5.66PPBagging
Evaluation results
| Method | Links | |
|---|---|---|
| BaggingSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 5.66 | |
| EPAF-DSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 6.6 | |
| AdaFairSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 7.54 | |
| EPAF-CSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 8.45 | |
| POAFSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 8.75 | |
| lightGBMSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 8.82 | |
| FairGBMSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 8.93 | |
| EPAF-CSensitive Attribute=age, Evaluation Protocol=five-fold cross-validation2023.01 | 10.1 | |
| POAFSensitive Attribute=age, Evaluation Protocol=five-fold cross-validation2023.01 | 11.46 | |
| EPAF-DSensitive Attribute=age, Evaluation Protocol=five-fold cross-validation2023.01 | 11.54 | |
| BaggingSensitive Attribute=age, Evaluation Protocol=five-fold cross-validation2023.01 | 13.4 | |
| FairGBMSensitive Attribute=age, Evaluation Protocol=five-fold cross-validation2023.01 | 13.51 | |
| lightGBMSensitive Attribute=age, Evaluation Protocol=five-fold cross-validation2023.01 | 13.54 | |
| AdaFairSensitive Attribute=age, Evaluation Protocol=five-fold cross-validation2023.01 | 13.85 |