Coreset Construction on German Credit
0.23Wasserstein DistanceInd. Fair. Cor.
Evaluation Results
| Method | Links | |
|---|---|---|
| Ind. Fair. Cor.Coreset Size=10%2023.11 | 0.23 | |
| K-Median Cor.Coreset Size=5%2023.11 | 0.26 | |
| K-Median Cor.Coreset Size=10%2023.11 | 0.36 | |
| FWCepsilon=0.01, Coreset Size=20%2023.11 | 0.4 | |
| FWCepsilon=0.1, Coreset Size=5%2023.11 | 0.47 | |
| FWCepsilon=0.05, Coreset Size=10%2023.11 | 0.48 | |
| K-Median Cor.Coreset Size=20%2023.11 | 0.66 | |
| FWCepsilon=0.1, Coreset Size=20%2023.11 | 0.71 | |
| FWCepsilon=0.05, Coreset Size=5%2023.11 | 0.72 | |
| Ind. Fair. Cor.Coreset Size=5%2023.11 | 0.72 | |
| Uniform SubsamplingCoreset Size=20%2023.11 | 0.74 | |
| FWCepsilon=0.01, Coreset Size=10%2023.11 | 0.75 | |
| Uniform SubsamplingCoreset Size=5%2023.11 | 0.8 | |
| FWCepsilon=0.1, Coreset Size=10%2023.11 | 1.05 | |
| FWCepsilon=0.01, Coreset Size=5%2023.11 | 1.07 | |
| FWCepsilon=0.05, Coreset Size=20%2023.11 | 1.07 | |
| K-MedoidsCoreset Size=5%2023.11 | 2.59 | |
| Uniform SubsamplingCoreset Size=10%2023.11 | 2.6 | |
| Fairlet (K-Medoids)Coreset Size=20%2023.11 | 4.21 | |
| K-MedoidsCoreset Size=10%2023.11 | 4.25 | |
| Fairlet (K-Medoids)Coreset Size=5%2023.11 | 4.48 | |
| Fairlet (K-Means)Coreset Size=10%2023.11 | 5 | |
| K-MedoidsCoreset Size=20%2023.11 | 5.18 | |
| Fairlet (K-Medoids)Coreset Size=10%2023.11 | 5.47 | |
| Fairlet (K-Means)Coreset Size=5%2023.11 | 7.47 | |
| K-MeansCoreset Size=20%2023.11 | 7.59 | |
| K-MeansCoreset Size=10%2023.11 | 10.76 | |
| K-MeansCoreset Size=5%2023.11 | 13.23 |