Fairness Classification on PPR (test)
0Demographic ParityAdaFair
Evaluation results
| Method | Links | |
|---|---|---|
| AdaFairSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0 | |
| AdaFairSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0 | |
| FairGBMSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 8.53 | |
| FairGBMSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 10.91 | |
| POAFSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 11.86 | |
| POAFSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 11.89 | |
| EPAF-DSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 13.31 | |
| BaggingSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 13.59 | |
| EPAF-CSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 14.19 | |
| EPAF-DSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 14.5 | |
| EPAF-CSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 14.9 | |
| BaggingSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 15.06 | |
| lightGBMSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 16.46 | |
| lightGBMSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 20.29 |