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ResearchFormerly WizWand

Fairness Evaluation on PPR (test)

4.26PPlightGBM
3.91686.23348.5510.8666Jan 25, 2023
Updated 7mo ago

Evaluation results

MethodLinks
lightGBMSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.014.26
lightGBMSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.016.81
POAFSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.018.66
FairGBMSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.019.3
EPAF-CSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.019.47
BaggingSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.019.55
AdaFairSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.019.77
EPAF-DSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.019.91
BaggingSensitive Attribute=race, Evaluation Protocol=five-fold cross-validation2023.0110.57
POAFSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.0110.93
EPAF-CSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.0110.97
FairGBMSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.0111.22
EPAF-DSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.0111.72
AdaFairSensitive Attribute=sex, Evaluation Protocol=five-fold cross-validation2023.0112.84