Fair Re-ranking on Amazon Industrial
-2.7667EF (Equality Difference)Min-regularizer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Min-regularizerRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -2.7667 | 0.5831 | 0.1364 | |
| Min-regularizerRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -2.5984 | 0.6008 | 0.1317 | |
| CPFairRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -2.1845 | 0.5165 | 0.17 | |
| CPFairRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -2.0778 | 0.5393 | 0.1618 | |
| P-MMFRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.7352 | 0.5348 | 0.1815 | |
| P-MMFRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.6128 | 0.5571 | 0.1607 | |
| ElasticRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.4249 | 0.6162 | 0.1533 | |
| ElasticRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.2652 | 0.577 | 0.1721 | |
| FairSyncRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.2458 | 0.4863 | 0.214 | |
| FairSyncRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.1884 | 0.5475 | 0.183 | |
| ManifoldRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.086 | 0.4608 | 0.219 | |
| ManifoldRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04 | -1.0774 | 0.5074 | 0.2005 |