Fair Re-ranking on Amazon Software
-13.487EFCPFair
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CPFairRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -13.487 | 0.4999 | 0.1706 | |
| Min-regularizerRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -3.0153 | 0.4726 | 0.1871 | |
| CPFairRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -2.0288 | 0.4928 | 0.1767 | |
| P-MMFRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.9605 | 0.474 | 0.2074 | |
| Min-regularizerRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.9039 | 0.5638 | 0.1374 | |
| P-MMFRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.836 | 0.4342 | 0.2304 | |
| ElasticRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.4596 | 0.5556 | 0.1879 | |
| ElasticRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.3225 | 0.5547 | 0.1902 | |
| FairSyncRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.2412 | 0.4805 | 0.2111 | |
| FairSyncRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.0825 | 0.4863 | 0.2101 | |
| ManifoldRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.0263 | 0.4539 | 0.2227 | |
| ManifoldRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -0.9437 | 0.3919 | 0.2617 |