Fair Re-ranking on Amazon Fashion
-6.81Equality of Opportunity DifferenceMin-regularizer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Min-regularizerRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -6.81 | 0.802 | 0.0415 | |
| CPFairRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -6.2038 | 0.8191 | 0.0358 | |
| ElasticRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -5.9379 | 0.849 | 0.0319 | |
| Min-regularizerRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -5.8191 | 0.8192 | 0.0361 | |
| P-MMFRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -5.7765 | 0.8172 | 0.0476 | |
| FairSyncRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -4.6886 | 0.7697 | 0.0609 | |
| CPFairRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -4.6663 | 0.7731 | 0.0527 | |
| P-MMFRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -4.5436 | 0.765 | 0.0637 | |
| ElasticRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -4.5156 | 0.8199 | 0.0427 | |
| FairSyncRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -4.4956 | 0.8091 | 0.0532 | |
| ManifoldRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -4.3041 | 0.7914 | 0.062 | |
| ManifoldRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -4.2612 | 0.7495 | 0.0706 |