Fairness Classification on Income (test)
0.1924Disparate Impact (DP)EPAF-C
Evaluation Results
| Method | Links | |
|---|---|---|
| EPAF-CSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.1924 | |
| EPAF-DSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.191 | |
| BaggingSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.1899 | |
| POAFSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.1757 | |
| lightGBMSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.1689 | |
| FairGBMSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.1594 | |
| BaggingSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0962 | |
| EPAF-CSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0958 | |
| EPAF-DSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0956 | |
| POAFSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0932 | |
| lightGBMSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0738 | |
| FairGBMSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.073 | |
| AdaFairSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0 | |
| AdaFairSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0 |