Fairness Classification on PPVR (test)
0.0357Demographic ParitylightGBM
Evaluation results
| Method | Links | |
|---|---|---|
| lightGBMSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0357 | |
| FairGBMSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0357 | |
| BaggingSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0361 | |
| POAFSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0361 | |
| EPAF-CSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0428 | |
| EPAF-DSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0448 | |
| AdaFairSensitive Attribute=race, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 0.0494 | |
| POAFSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 3.42 | |
| AdaFairSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 4.36 | |
| lightGBMSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 4.4 | |
| FairGBMSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 4.5 | |
| EPAF-CSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 5.21 | |
| EPAF-DSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 6 | |
| BaggingSensitive Attribute=sex, Base Classifier=Decision Trees, Evaluation Protocol=5-fold cross-validation2023.01 | 6.83 |