Fair Re-ranking on Amazon Music
-15.907EFMin-regularizer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Min-regularizerRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -15.907 | 0.7655 | 0.0945 | |
| CPFairRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -15.884 | 0.7547 | 0.0745 | |
| ElasticRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -7.6306 | 0.9005 | 0.0284 | |
| Min-regularizerRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -6.0151 | 0.8614 | 0.0554 | |
| ElasticRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -4.9056 | 0.8736 | 0.0465 | |
| CPFairRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -4.1494 | 0.859 | 0.0664 | |
| P-MMFRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -3.0857 | 0.8471 | 0.0771 | |
| FairSyncRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -2.8208 | 0.7629 | 0.1167 | |
| P-MMFRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -2.8046 | 0.7537 | 0.0957 | |
| FairSyncRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -2.7674 | 0.8419 | 0.0764 | |
| ManifoldRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -2.7253 | 0.8346 | 0.0799 | |
| ManifoldRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -2.3834 | 0.7363 | 0.1255 |