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ResearchFormerly WizWand

Coreset Construction on Drug

3.23Wasserstein DistanceFWC
3.09923.98214.8655.7479Nov 9, 2023
Updated 8mo ago

Evaluation results

MethodLinks
FWCepsilon=0.01, Coreset Size=5%2023.113.23
FWCepsilon=0.1, Coreset Size=20%2023.113.25
FWCepsilon=0.05, Coreset Size=10%2023.113.31
FWCepsilon=0.05, Coreset Size=20%2023.113.49
FWCepsilon=0.1, Coreset Size=5%2023.113.5
FWCepsilon=0.01, Coreset Size=10%2023.113.57
K-MeansCoreset Size=20%2023.113.62
K-MeansCoreset Size=10%2023.113.66
Fairlet (K-Means)Coreset Size=20%2023.113.83
K-MedoidsCoreset Size=20%2023.113.91
K-MeansCoreset Size=5%2023.113.94
FWCepsilon=0.05, Coreset Size=5%2023.113.95
FWCepsilon=0.1, Coreset Size=10%2023.113.95
FWCepsilon=0.01, Coreset Size=20%2023.113.98
Uniform SubsamplingCoreset Size=10%2023.114.01
Fairlet (K-Means)Coreset Size=10%2023.114.1
K-Median Cor.Coreset Size=10%2023.114.16
Ind. Fair. Cor.Coreset Size=20%2023.114.17
Fairlet (K-Means)Coreset Size=5%2023.114.29
K-MedoidsCoreset Size=10%2023.114.53
Uniform SubsamplingCoreset Size=20%2023.114.75
K-Median Cor.Coreset Size=20%2023.114.8
Ind. Fair. Cor.Coreset Size=5%2023.114.84
K-MedoidsCoreset Size=5%2023.115.14
Fairlet (K-Medoids)Coreset Size=20%2023.115.17
K-Median Cor.Coreset Size=5%2023.115.38
Uniform SubsamplingCoreset Size=5%2023.115.46
Ind. Fair. Cor.Coreset Size=10%2023.115.51
Fairlet (K-Medoids)Coreset Size=10%2023.115.9
Fairlet (K-Medoids)Coreset Size=5%2023.116.5