Dimension Selection on AliCCP
65.98AUCNo_Select
Evaluation Results
| Method | Links | |
|---|---|---|
| No_SelectTarget DR=50%2025.03 | 65.98 | |
| No_SelectTarget DR=25%2025.03 | 65.98 | |
| No_SelectTarget DR=10%2025.03 | 65.98 | |
| No_SelectRatio (FR)=50%2026.05 | 65.98 | |
| No_SelectRatio (FR)=25%2026.05 | 65.98 | |
| ShuffleGateTarget DR=50%2025.03 | 65.95 | |
| DimRegTarget DR=50%2025.03 | 65.94 | |
| SSEDSTarget DR=50%2025.03 | 65.9 | |
| AutoDimTarget DR=50%2025.03 | 65.89 | |
| LeAPRatio (FR)=50%2026.05 | 65.83 | |
| SHARKRatio (FR)=50%2026.05 | 65.82 | |
| SFSRatio (FR)=50%2026.05 | 65.79 | |
| ShuffleGateTarget DR=25%2025.03 | 65.71 | |
| SSEDSTarget DR=25%2025.03 | 65.69 | |
| AutoFieldRatio (FR)=50%2026.05 | 65.67 | |
| LPFSRatio (FR)=50%2026.05 | 65.54 | |
| RFRatio (FR)=50%2026.05 | 65.49 | |
| ShuffleGateTarget DR=10%2025.03 | 65.43 | |
| DimRegTarget DR=25%2025.03 | 65.24 | |
| XGBoostRatio (FR)=50%2026.05 | 64.99 | |
| LeAPRatio (FR)=25%2026.05 | 64.89 | |
| SSEDSTarget DR=10%2025.03 | 64.87 | |
| AutoFieldRatio (FR)=25%2026.05 | 64.85 | |
| SHARKRatio (FR)=25%2026.05 | 64.61 | |
| SFSRatio (FR)=25%2026.05 | 64.52 | |
| LPFSRatio (FR)=25%2026.05 | 64.23 | |
| LassoRatio (FR)=50%2026.05 | 60.54 | |
| RFRatio (FR)=25%2026.05 | 60.32 | |
| DimRegTarget DR=10%2025.03 | 60.05 | |
| XGBoostRatio (FR)=25%2026.05 | 58.69 | |
| LassoRatio (FR)=25%2026.05 | 58.04 | |
| No_SelectCategory=-, Target Retention Ratio (FR)=50%2025.03 | 0.6598 | |
| No_SelectCategory=-, Target Retention Ratio (FR)=25%2025.03 | 0.6598 | |
| ShuffleGateCategory=Ours, Target Retention Ratio (FR)=50%2025.03 | 0.6583 | |
| SHARKCategory=Permutation, Target Retention Ratio (FR)=50%2025.03 | 0.6582 | |
| SFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 0.6579 | |
| AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 0.6567 | |
| LPFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 0.6554 | |
| RFCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 0.6549 | |
| XGBoostCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 0.6499 | |
| ShuffleGateCategory=Ours, Target Retention Ratio (FR)=25%2025.03 | 0.6489 | |
| AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 0.6485 | |
| SHARKCategory=Permutation, Target Retention Ratio (FR)=25%2025.03 | 0.6461 | |
| SFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 0.6452 | |
| LPFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 0.6423 | |
| LassoCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 0.6054 | |
| RFCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 0.6032 | |
| XGBoostCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 0.5869 | |
| LassoCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 0.5804 |