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ResearchFormerly WizWand

Coreset Construction on German Credit

0.23Wasserstein DistanceInd. Fair. Cor.
-0.293.226.7310.24Nov 9, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Ind. Fair. Cor.Coreset Size=10%2023.110.23
K-Median Cor.Coreset Size=5%2023.110.26
K-Median Cor.Coreset Size=10%2023.110.36
FWCepsilon=0.01, Coreset Size=20%2023.110.4
FWCepsilon=0.1, Coreset Size=5%2023.110.47
FWCepsilon=0.05, Coreset Size=10%2023.110.48
K-Median Cor.Coreset Size=20%2023.110.66
FWCepsilon=0.1, Coreset Size=20%2023.110.71
FWCepsilon=0.05, Coreset Size=5%2023.110.72
Ind. Fair. Cor.Coreset Size=5%2023.110.72
Uniform SubsamplingCoreset Size=20%2023.110.74
FWCepsilon=0.01, Coreset Size=10%2023.110.75
Uniform SubsamplingCoreset Size=5%2023.110.8
FWCepsilon=0.1, Coreset Size=10%2023.111.05
FWCepsilon=0.01, Coreset Size=5%2023.111.07
FWCepsilon=0.05, Coreset Size=20%2023.111.07
K-MedoidsCoreset Size=5%2023.112.59
Uniform SubsamplingCoreset Size=10%2023.112.6
Fairlet (K-Medoids)Coreset Size=20%2023.114.21
K-MedoidsCoreset Size=10%2023.114.25
Fairlet (K-Medoids)Coreset Size=5%2023.114.48
Fairlet (K-Means)Coreset Size=10%2023.115
K-MedoidsCoreset Size=20%2023.115.18
Fairlet (K-Medoids)Coreset Size=10%2023.115.47
Fairlet (K-Means)Coreset Size=5%2023.117.47
K-MeansCoreset Size=20%2023.117.59
K-MeansCoreset Size=10%2023.1110.76
K-MeansCoreset Size=5%2023.1113.23