Coreset Construction on Crime
1.62Wasserstein DistanceFWC
Evaluation Results
| Method | Links | |
|---|---|---|
| FWCepsilon=0.1, Coreset Size=20%2023.11 | 1.62 | |
| FWCepsilon=0.01, Coreset Size=5%2023.11 | 1.65 | |
| FWCepsilon=0.05, Coreset Size=10%2023.11 | 1.66 | |
| FWCepsilon=0.1, Coreset Size=5%2023.11 | 1.7 | |
| FWCepsilon=0.05, Coreset Size=20%2023.11 | 1.72 | |
| FWCepsilon=0.01, Coreset Size=10%2023.11 | 1.76 | |
| FWCepsilon=0.1, Coreset Size=10%2023.11 | 1.85 | |
| FWCepsilon=0.05, Coreset Size=5%2023.11 | 1.87 | |
| FWCepsilon=0.01, Coreset Size=20%2023.11 | 1.89 | |
| K-MeansCoreset Size=10%2023.11 | 1.93 | |
| Uniform SubsamplingCoreset Size=5%2023.11 | 1.95 | |
| Fairlet (K-Means)Coreset Size=20%2023.11 | 2 | |
| K-MeansCoreset Size=5%2023.11 | 2 | |
| Ind. Fair. Cor.Coreset Size=20%2023.11 | 2.01 | |
| K-Median Cor.Coreset Size=10%2023.11 | 2.01 | |
| Uniform SubsamplingCoreset Size=20%2023.11 | 2.04 | |
| K-MeansCoreset Size=20%2023.11 | 2.04 | |
| Fairlet (K-Means)Coreset Size=5%2023.11 | 2.1 | |
| Fairlet (K-Means)Coreset Size=10%2023.11 | 2.1 | |
| Uniform SubsamplingCoreset Size=10%2023.11 | 2.28 | |
| Ind. Fair. Cor.Coreset Size=5%2023.11 | 2.35 | |
| K-Median Cor.Coreset Size=20%2023.11 | 2.35 | |
| K-Median Cor.Coreset Size=5%2023.11 | 2.58 | |
| Ind. Fair. Cor.Coreset Size=10%2023.11 | 2.6 | |
| K-MedoidsCoreset Size=20%2023.11 | 2.83 | |
| K-MedoidsCoreset Size=10%2023.11 | 3.12 | |
| K-MedoidsCoreset Size=5%2023.11 | 3.15 | |
| Fairlet (K-Medoids)Coreset Size=10%2023.11 | 4.1 | |
| Fairlet (K-Medoids)Coreset Size=20%2023.11 | 4.1 | |
| Fairlet (K-Medoids)Coreset Size=5%2023.11 | 4.14 |