Coreset Construction on Drug
3.23Wasserstein DistanceFWC
Evaluation Results
| Method | Links | |
|---|---|---|
| FWCepsilon=0.01, Coreset Size=5%2023.11 | 3.23 | |
| FWCepsilon=0.1, Coreset Size=20%2023.11 | 3.25 | |
| FWCepsilon=0.05, Coreset Size=10%2023.11 | 3.31 | |
| FWCepsilon=0.05, Coreset Size=20%2023.11 | 3.49 | |
| FWCepsilon=0.1, Coreset Size=5%2023.11 | 3.5 | |
| FWCepsilon=0.01, Coreset Size=10%2023.11 | 3.57 | |
| K-MeansCoreset Size=20%2023.11 | 3.62 | |
| K-MeansCoreset Size=10%2023.11 | 3.66 | |
| Fairlet (K-Means)Coreset Size=20%2023.11 | 3.83 | |
| K-MedoidsCoreset Size=20%2023.11 | 3.91 | |
| K-MeansCoreset Size=5%2023.11 | 3.94 | |
| FWCepsilon=0.05, Coreset Size=5%2023.11 | 3.95 | |
| FWCepsilon=0.1, Coreset Size=10%2023.11 | 3.95 | |
| FWCepsilon=0.01, Coreset Size=20%2023.11 | 3.98 | |
| Uniform SubsamplingCoreset Size=10%2023.11 | 4.01 | |
| Fairlet (K-Means)Coreset Size=10%2023.11 | 4.1 | |
| K-Median Cor.Coreset Size=10%2023.11 | 4.16 | |
| Ind. Fair. Cor.Coreset Size=20%2023.11 | 4.17 | |
| Fairlet (K-Means)Coreset Size=5%2023.11 | 4.29 | |
| K-MedoidsCoreset Size=10%2023.11 | 4.53 | |
| Uniform SubsamplingCoreset Size=20%2023.11 | 4.75 | |
| K-Median Cor.Coreset Size=20%2023.11 | 4.8 | |
| Ind. Fair. Cor.Coreset Size=5%2023.11 | 4.84 | |
| K-MedoidsCoreset Size=5%2023.11 | 5.14 | |
| Fairlet (K-Medoids)Coreset Size=20%2023.11 | 5.17 | |
| K-Median Cor.Coreset Size=5%2023.11 | 5.38 | |
| Uniform SubsamplingCoreset Size=5%2023.11 | 5.46 | |
| Ind. Fair. Cor.Coreset Size=10%2023.11 | 5.51 | |
| Fairlet (K-Medoids)Coreset Size=10%2023.11 | 5.9 | |
| Fairlet (K-Medoids)Coreset Size=5%2023.11 | 6.5 |