Classification on ppr (test)
22.02EOpplightGBM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| lightGBMSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | 22.02 | — | — | |
| BaggingSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | 16.14 | — | — | |
| EPAF-CSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | 15.85 | — | — | |
| EPAF-DSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | 15.08 | — | — | |
| lightGBMSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 15.07 | — | — | |
| EPAF-CSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 14.13 | — | — | |
| EPAF-DSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 14.05 | — | — | |
| BaggingSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 13.76 | — | — | |
| POAFSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | 12.85 | — | — | |
| FairGBMSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | 11.57 | — | — | |
| POAFSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 11.2 | — | — | |
| FairGBMSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 6.16 | — | — | |
| AdaFairSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | 0 | — | — | |
| AdaFairSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | 0 | — | — | |
| AdaFairAttsen=sex2023.01 | — | 0 | — | |
| AdaFairAttsen=race2023.01 | — | 0 | — | |
| AdaFairSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 45.54 | |
| AdaFairSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 45.54 | |
| BaggingAttsen=sex2023.01 | — | 21.14 | — | |
| BaggingAttsen=race2023.01 | — | 21.14 | — | |
| BaggingSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 65.41 | |
| BaggingSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 65.41 | |
| EPAF-CAttsen=sex2023.01 | — | 21.48 | — | |
| EPAF-CAttsen=race2023.01 | — | 21.48 | — | |
| EPAF-CSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 64.45 | |
| EPAF-CSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 64.45 | |
| EPAF-DAttsen=sex2023.01 | — | 22.11 | — | |
| EPAF-DAttsen=race2023.01 | — | 22.11 | — | |
| EPAF-DSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 64.56 | |
| EPAF-DSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 64.56 | |
| FairGBMAttsen=sex2023.01 | — | 11.53 | — | |
| FairGBMAttsen=race2023.01 | — | 13.21 | — | |
| FairGBMSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 67.5 | |
| FairGBMSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 67.48 | |
| lightGBMAttsen=sex2023.01 | — | 7.35 | — | |
| lightGBMAttsen=race2023.01 | — | 7.35 | — | |
| lightGBMSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 67.97 | |
| lightGBMSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 67.97 | |
| POAFAttsen=sex2023.01 | — | 20 | — | |
| POAFAttsen=race2023.01 | — | 20 | — | |
| POAFSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 62.73 | |
| POAFSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | 62.73 |