Classification on COMPAS (Expected Loss)
31.1Average Expected LossRAI-GA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RAI-GASetting=DO, Model complexity=Complex, Constraint set=x22023.10 | 31.1 | 30.4 | |
| RAI-FWSetting=DO, Model complexity=Complex, Constraint set=x22023.10 | 31.2 | 31.2 | |
| ERMSetting=DO, Model complexity=Complex2023.10 | 31.3 | 31.7 | |
| RAI-GASetting=PDA, Model complexity=Base, Constraint set=Group intersection x22023.10 | 31.4 | 32.9 | |
| RAI-GASetting=DO, Model complexity=Base, Constraint set=x22023.10 | 31.5 | 33.2 | |
| Online GDROSetting=PDA, Model complexity=Base2023.10 | 31.5 | 32.7 | |
| RAI-FWSetting=DO, Model complexity=Base, Constraint set=x22023.10 | 31.6 | 32.5 | |
| Online GDROSetting=DA, Model complexity=Base2023.10 | 31.7 | 32.2 | |
| AdaBoostSetting=DO, Model complexity=Base2023.10 | 31.8 | 32.6 | |
| RAI-FWSetting=PDA, Model complexity=Base, Constraint set=Group intersection x22023.10 | 31.8 | 32.3 | |
| SGDSetting=DO, Model complexity=Base, Constraint set=x22023.10 | 32 | 33.7 | |
| RAI-GASetting=DA, Model complexity=Base, Constraint set=Group2023.10 | 32 | 32.7 | |
| ERMSetting=DO, Model complexity=Base2023.10 | 32.1 | 34.6 | |
| RAI-FWSetting=DA, Model complexity=Base, Constraint set=Group2023.10 | 32.1 | 32.3 |