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Benchmarks
Classification on Crime Dataset (test)
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0.13
DD
FWC
0.1172
0.2036
0.29
0.3764
Nov 9, 2023
DD
AUC
Tradeoff
Updated 4d ago
Evaluation Results
Method
Method
Links
DD
AUC
Tradeoff
FWC
epsilon=0.01
2023.11
0.13
0.83
0.22
Uniform Subsampling
2023.11
0.14
0.78
0.26
FWC
epsilon=0.05
2023.11
0.15
0.84
0.22
FWC
epsilon=0.1
2023.11
0.16
0.85
0.22
Fairlet (K-Medoids)
2023.11
0.24
0.86
0.38
K-Medoids
2023.11
0.28
0.88
0.3
Fairlet (K-Means)
2023.11
0.38
0.9
0.41
Ind. Fair. Cor.
2023.11
0.39
0.88
0.4
K-Means
2023.11
0.4
0.91
0.41
K-Median Cor.
2023.11
0.45
0.91
0.46
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