Fairness Evaluation on Income (test)
0.95PPPOAF
Evaluation results
| Method | Links | |
|---|---|---|
| POAFSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 0.95 | |
| BaggingSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 1.89 | |
| FairGBMSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 2.74 | |
| EPAF-DSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 2.82 | |
| EPAF-CSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 3.19 | |
| EPAF-CSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.01 | 3.56 | |
| lightGBMSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 3.67 | |
| BaggingSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.01 | 3.9 | |
| EPAF-DSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.01 | 4.19 | |
| POAFSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.01 | 4.54 | |
| FairGBMSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.01 | 5.91 | |
| lightGBMSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.01 | 6.15 | |
| AdaFairSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.01 | 10.52 | |
| AdaFairSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.01 | 20.03 |