Fairness Classification on Credit (test)
0.1762Disparate Impact (DP)Bagging
Evaluation results
| Method | Links | |
|---|---|---|
| BaggingSensitive Attribute=age, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.1762 | |
| lightGBMSensitive Attribute=age, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.1291 | |
| EPAF-CSensitive Attribute=age, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.1148 | |
| FairGBMSensitive Attribute=age, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.113 | |
| EPAF-DSensitive Attribute=age, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.1006 | |
| BaggingSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0807 | |
| EPAF-CSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0739 | |
| EPAF-DSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0664 | |
| lightGBMSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0602 | |
| POAFSensitive Attribute=age, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0588 | |
| FairGBMSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0556 | |
| POAFSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0406 | |
| AdaFairSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0 | |
| AdaFairSensitive Attribute=age, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0 |