Classification on ACS dataset I=[20%, 40%] (test)
0.9669pSP FairnesspSP constraint
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| pSP constraintconstraint_type=partial Statistical Parity, trade-off_setting=52025.05 | 0.9669 | 80.01 | |
| Group AUC constraintconstraint_type=Group AUC, trade-off_setting=52025.05 | 0.9362 | 66.67 | |
| pSP constraintconstraint_type=partial Statistical Parity, trade-off_setting=42025.05 | 0.9357 | 80.43 | |
| Group AUC constraintconstraint_type=Group AUC, trade-off_setting=42025.05 | 0.9188 | 78.66 | |
| pSP constraintconstraint_type=partial Statistical Parity, trade-off_setting=32025.05 | 0.909 | 80.68 | |
| Inter-group Pairwise constraintconstraint_type=Inter-group Pairwise, trade-off_setting=42025.05 | 0.8821 | 74.66 | |
| Inter-group Pairwise constraintconstraint_type=Inter-group Pairwise, trade-off_setting=52025.05 | 0.8685 | 63.22 | |
| pSP constraintconstraint_type=partial Statistical Parity, trade-off_setting=22025.05 | 0.866 | 81 | |
| Group AUC constraintconstraint_type=Group AUC, trade-off_setting=32025.05 | 0.8414 | 79.27 | |
| Inter-group Pairwise constraintconstraint_type=Inter-group Pairwise, trade-off_setting=32025.05 | 0.841 | 79.22 | |
| Inter-group Pairwise constraintconstraint_type=Inter-group Pairwise, trade-off_setting=22025.05 | 0.8163 | 79.31 | |
| Group AUC constraintconstraint_type=Group AUC, trade-off_setting=22025.05 | 0.8078 | 79.31 | |
| pSP constraintconstraint_type=partial Statistical Parity, trade-off_setting=1 (Baseline)2025.05 | 0.7748 | 79.86 | |
| Group AUC constraintconstraint_type=Group AUC, trade-off_setting=1 (Baseline)2025.05 | 0.7748 | 79.86 | |
| Inter-group Pairwise constraintconstraint_type=Inter-group Pairwise, trade-off_setting=1 (Baseline)2025.05 | 0.7748 | 79.86 | |
| Intra-group Pairwise constraintconstraint_type=Intra-group Pairwise, trade-off_setting=1 (Baseline)2025.05 | 0.7748 | 79.86 | |
| Intra-group Pairwise constraintconstraint_type=Intra-group Pairwise, trade-off_setting=22025.05 | 0.7398 | 79.2 | |
| Intra-group Pairwise constraintconstraint_type=Intra-group Pairwise, trade-off_setting=32025.05 | 0.7026 | 79.02 | |
| Intra-group Pairwise constraintconstraint_type=Intra-group Pairwise, trade-off_setting=42025.05 | 0.6624 | 78.48 | |
| Intra-group Pairwise constraintconstraint_type=Intra-group Pairwise, trade-off_setting=52025.05 | 0.5772 | 76.48 |