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Benchmarks
Fairness Classification on Credit (test)
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0.1762
Disparate Impact (DP)
Bagging
-0.007048
0.040526
0.0881
0.135674
Jan 25, 2023
Disparate Impact (DP)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Disparate Impact (DP)
Bagging
Sensitive Attribute=ag...
2023.01
0.1762
lightGBM
Sensitive Attribute=ag...
2023.01
0.1291
EPAF-C
Sensitive Attribute=ag...
2023.01
0.1148
FairGBM
Sensitive Attribute=ag...
2023.01
0.113
EPAF-D
Sensitive Attribute=ag...
2023.01
0.1006
Bagging
Sensitive Attribute=se...
2023.01
0.0807
EPAF-C
Sensitive Attribute=se...
2023.01
0.0739
EPAF-D
Sensitive Attribute=se...
2023.01
0.0664
lightGBM
Sensitive Attribute=se...
2023.01
0.0602
POAF
Sensitive Attribute=ag...
2023.01
0.0588
FairGBM
Sensitive Attribute=se...
2023.01
0.0556
POAF
Sensitive Attribute=se...
2023.01
0.0406
AdaFair
Sensitive Attribute=se...
2023.01
0
AdaFair
Sensitive Attribute=ag...
2023.01
0
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