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ResearchFormerly WizWand

Coreset Construction on Crime

1.62Wasserstein DistanceFWC
1.51922.19962.883.5604Nov 9, 2023
Updated 8mo ago

Evaluation results

MethodLinks
FWCepsilon=0.1, Coreset Size=20%2023.111.62
FWCepsilon=0.01, Coreset Size=5%2023.111.65
FWCepsilon=0.05, Coreset Size=10%2023.111.66
FWCepsilon=0.1, Coreset Size=5%2023.111.7
FWCepsilon=0.05, Coreset Size=20%2023.111.72
FWCepsilon=0.01, Coreset Size=10%2023.111.76
FWCepsilon=0.1, Coreset Size=10%2023.111.85
FWCepsilon=0.05, Coreset Size=5%2023.111.87
FWCepsilon=0.01, Coreset Size=20%2023.111.89
K-MeansCoreset Size=10%2023.111.93
Uniform SubsamplingCoreset Size=5%2023.111.95
Fairlet (K-Means)Coreset Size=20%2023.112
K-MeansCoreset Size=5%2023.112
Ind. Fair. Cor.Coreset Size=20%2023.112.01
K-Median Cor.Coreset Size=10%2023.112.01
Uniform SubsamplingCoreset Size=20%2023.112.04
K-MeansCoreset Size=20%2023.112.04
Fairlet (K-Means)Coreset Size=5%2023.112.1
Fairlet (K-Means)Coreset Size=10%2023.112.1
Uniform SubsamplingCoreset Size=10%2023.112.28
Ind. Fair. Cor.Coreset Size=5%2023.112.35
K-Median Cor.Coreset Size=20%2023.112.35
K-Median Cor.Coreset Size=5%2023.112.58
Ind. Fair. Cor.Coreset Size=10%2023.112.6
K-MedoidsCoreset Size=20%2023.112.83
K-MedoidsCoreset Size=10%2023.113.12
K-MedoidsCoreset Size=5%2023.113.15
Fairlet (K-Medoids)Coreset Size=10%2023.114.1
Fairlet (K-Medoids)Coreset Size=20%2023.114.1
Fairlet (K-Medoids)Coreset Size=5%2023.114.14