Classification on Credit Dataset (test)
0.45DDUniform Subsampling
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Uniform Subsampling2023.11 | 0.45 | 0.89 | 0.46 | |
| Ind. Fair. Cor.2023.11 | 0.07 | 0.66 | 0.35 | |
| K-Median Cor.2023.11 | 0.07 | 0.69 | 0.31 | |
| K-Medoids2023.11 | 0.05 | 0.6 | 0.4 | |
| Fairlet (K-Medoids)2023.11 | 0.04 | 0.57 | 0.43 | |
| FWCepsilon=0.012023.11 | 0.03 | 0.67 | 0.33 | |
| FWCepsilon=0.12023.11 | 0.03 | 0.66 | 0.34 | |
| FWCepsilon=0.052023.11 | 0.02 | 0.64 | 0.36 | |
| Fairlet (K-Means)2023.11 | 0.01 | 0.65 | 0.35 | |
| K-Means2023.11 | 0 | 0.51 | 0.49 |