Fair Re-ranking on Steam
-26.329Equality of Opportunity (EF)P-MMF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| P-MMFRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -26.329 | 0.6675 | 0.053 | |
| Min-regularizerRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -20.326 | 0.6763 | 0.0259 | |
| CPFairRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -12.797 | 0.6612 | 0.043 | |
| FairSyncRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -5.9235 | 0.6291 | 0.0794 | |
| Min-regularizerRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -4.9795 | 0.6418 | 0.0567 | |
| ElasticRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -4.9473 | 0.7742 | 0.0452 | |
| FairSyncRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -3.5548 | 0.6985 | 0.0688 | |
| ManifoldRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -3.3971 | 0.6608 | 0.0754 | |
| ElasticRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -2.2201 | 0.6377 | 0.0915 | |
| P-MMFRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -2.1071 | 0.6222 | 0.1053 | |
| CPFairRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -2.0865 | 0.6444 | 0.084 | |
| ManifoldRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.8908 | 0.6155 | 0.1096 |