Dimension Selection on Criteo
80.14AUCNo_Select
Evaluation Results
| Method | Links | |
|---|---|---|
| No_SelectTarget DR=50%2025.03 | 80.14 | |
| No_SelectTarget DR=25%2025.03 | 80.14 | |
| No_SelectTarget DR=10%2025.03 | 80.14 | |
| No_SelectCategory=-, Target Retention Ratio (FR)=50%2025.03 | 80.14 | |
| No_SelectCategory=-, Target Retention Ratio (FR)=25%2025.03 | 80.14 | |
| No_SelectRatio (FR)=50%2026.05 | 80.14 | |
| No_SelectRatio (FR)=25%2026.05 | 80.14 | |
| ShuffleGateTarget DR=50%2025.03 | 80.11 | |
| DimRegTarget DR=50%2025.03 | 80.1 | |
| AutoDimTarget DR=50%2025.03 | 80.09 | |
| SSEDSTarget DR=50%2025.03 | 80.06 | |
| ShuffleGateTarget DR=25%2025.03 | 80 | |
| DimRegTarget DR=25%2025.03 | 79.96 | |
| SSEDSTarget DR=25%2025.03 | 79.91 | |
| ShuffleGateCategory=Ours, Target Retention Ratio (FR)=50%2025.03 | 79.84 | |
| LeAPRatio (FR)=50%2026.05 | 79.84 | |
| SHARKCategory=Permutation, Target Retention Ratio (FR)=50%2025.03 | 79.74 | |
| AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 79.74 | |
| SHARKRatio (FR)=50%2026.05 | 79.74 | |
| AutoFieldRatio (FR)=50%2026.05 | 79.74 | |
| SFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 79.69 | |
| SFSRatio (FR)=50%2026.05 | 79.69 | |
| ShuffleGateTarget DR=10%2025.03 | 79.46 | |
| LPFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 79.44 | |
| LPFSRatio (FR)=50%2026.05 | 79.44 | |
| DimRegTarget DR=10%2025.03 | 79.31 | |
| RFCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 79.21 | |
| RFRatio (FR)=50%2026.05 | 79.21 | |
| SSEDSTarget DR=10%2025.03 | 78.8 | |
| ShuffleGateCategory=Ours, Target Retention Ratio (FR)=25%2025.03 | 78.41 | |
| LeAPRatio (FR)=25%2026.05 | 78.41 | |
| AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 77.38 | |
| AutoFieldRatio (FR)=25%2026.05 | 77.38 | |
| SHARKCategory=Permutation, Target Retention Ratio (FR)=25%2025.03 | 77.17 | |
| SHARKRatio (FR)=25%2026.05 | 77.17 | |
| XGBoostCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 76.82 | |
| XGBoostRatio (FR)=50%2026.05 | 76.82 | |
| RFCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 76.26 | |
| RFRatio (FR)=25%2026.05 | 76.26 | |
| LPFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 76.09 | |
| LPFSRatio (FR)=25%2026.05 | 76.09 | |
| SFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 75.69 | |
| SFSRatio (FR)=25%2026.05 | 75.69 | |
| LassoCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 74.62 | |
| LassoRatio (FR)=50%2026.05 | 74.62 | |
| XGBoostCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 71.57 | |
| XGBoostRatio (FR)=25%2026.05 | 71.57 | |
| LassoCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 70.03 | |
| LassoRatio (FR)=25%2026.05 | 70.03 |