Dimension Selection on ML-1M
80.99AUCShuffleGate
Evaluation Results
| Method | Links | |
|---|---|---|
| ShuffleGateTarget DR=10%2025.03 | 80.99 | |
| XGBoostCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 80.97 | |
| SHARKCategory=Permutation, Target Retention Ratio (FR)=50%2025.03 | 80.97 | |
| LPFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 80.97 | |
| ShuffleGateCategory=Ours, Target Retention Ratio (FR)=50%2025.03 | 80.97 | |
| XGBoostRatio (FR)=50%2026.05 | 80.97 | |
| SHARKRatio (FR)=50%2026.05 | 80.97 | |
| LPFSRatio (FR)=50%2026.05 | 80.97 | |
| LeAPRatio (FR)=50%2026.05 | 80.97 | |
| SHARKCategory=Permutation, Target Retention Ratio (FR)=25%2025.03 | 80.78 | |
| LPFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 80.78 | |
| SFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 80.78 | |
| ShuffleGateCategory=Ours, Target Retention Ratio (FR)=25%2025.03 | 80.78 | |
| SHARKRatio (FR)=25%2026.05 | 80.78 | |
| LPFSRatio (FR)=25%2026.05 | 80.78 | |
| SFSRatio (FR)=25%2026.05 | 80.78 | |
| LeAPRatio (FR)=25%2026.05 | 80.78 | |
| AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 80.77 | |
| AutoFieldRatio (FR)=50%2026.05 | 80.77 | |
| AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 80.68 | |
| AutoFieldRatio (FR)=25%2026.05 | 80.68 | |
| ShuffleGateTarget DR=50%2025.03 | 80.31 | |
| ShuffleGateTarget DR=25%2025.03 | 80.21 | |
| DimRegTarget DR=25%2025.03 | 80.16 | |
| DimRegTarget DR=10%2025.03 | 79.83 | |
| SSEDSTarget DR=10%2025.03 | 79.72 | |
| No_SelectTarget DR=50%2025.03 | 79.5 | |
| No_SelectTarget DR=25%2025.03 | 79.5 | |
| No_SelectTarget DR=10%2025.03 | 79.5 | |
| No_SelectCategory=-, Target Retention Ratio (FR)=50%2025.03 | 79.5 | |
| No_SelectCategory=-, Target Retention Ratio (FR)=25%2025.03 | 79.5 | |
| No_SelectRatio (FR)=50%2026.05 | 79.5 | |
| No_SelectRatio (FR)=25%2026.05 | 79.5 | |
| SFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 79.46 | |
| SFSRatio (FR)=50%2026.05 | 79.46 | |
| AutoDimTarget DR=50%2025.03 | 79.43 | |
| DimRegTarget DR=50%2025.03 | 79.43 | |
| SSEDSTarget DR=50%2025.03 | 79.33 | |
| RFCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 79.24 | |
| RFRatio (FR)=50%2026.05 | 79.24 | |
| SSEDSTarget DR=25%2025.03 | 79.23 | |
| XGBoostCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 73.38 | |
| XGBoostRatio (FR)=25%2026.05 | 73.38 | |
| RFCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 69.46 | |
| RFRatio (FR)=25%2026.05 | 69.46 | |
| LassoCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 64.84 | |
| LassoRatio (FR)=50%2026.05 | 64.84 | |
| LassoCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 52.86 | |
| LassoRatio (FR)=25%2026.05 | 52.86 |