Dimension Selection on Avazu
78.82AUCNo_Select
Evaluation Results
| Method | Links | |
|---|---|---|
| No_SelectTarget DR=50%2025.03 | 78.82 | |
| No_SelectTarget DR=25%2025.03 | 78.82 | |
| No_SelectTarget DR=10%2025.03 | 78.82 | |
| No_SelectCategory=-, Target Retention Ratio (FR)=50%2025.03 | 78.82 | |
| No_SelectCategory=-, Target Retention Ratio (FR)=25%2025.03 | 78.82 | |
| No_SelectRatio (FR)=50%2026.05 | 78.82 | |
| No_SelectRatio (FR)=25%2026.05 | 78.82 | |
| AutoDimTarget DR=50%2025.03 | 78.78 | |
| ShuffleGateTarget DR=50%2025.03 | 78.78 | |
| DimRegTarget DR=50%2025.03 | 78.76 | |
| SSEDSTarget DR=50%2025.03 | 78.75 | |
| SHARKCategory=Permutation, Target Retention Ratio (FR)=50%2025.03 | 78.7 | |
| ShuffleGateCategory=Ours, Target Retention Ratio (FR)=50%2025.03 | 78.7 | |
| SHARKRatio (FR)=50%2026.05 | 78.7 | |
| LeAPRatio (FR)=50%2026.05 | 78.7 | |
| RFCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 78.69 | |
| AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 78.69 | |
| RFRatio (FR)=50%2026.05 | 78.69 | |
| AutoFieldRatio (FR)=50%2026.05 | 78.69 | |
| ShuffleGateTarget DR=25%2025.03 | 78.68 | |
| SSEDSTarget DR=25%2025.03 | 78.56 | |
| SFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 78.27 | |
| SFSRatio (FR)=50%2026.05 | 78.27 | |
| DimRegTarget DR=25%2025.03 | 78.15 | |
| ShuffleGateTarget DR=10%2025.03 | 78.02 | |
| LPFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 77.28 | |
| LPFSRatio (FR)=50%2026.05 | 77.28 | |
| SHARKCategory=Permutation, Target Retention Ratio (FR)=25%2025.03 | 77.23 | |
| ShuffleGateCategory=Ours, Target Retention Ratio (FR)=25%2025.03 | 77.23 | |
| SHARKRatio (FR)=25%2026.05 | 77.23 | |
| LeAPRatio (FR)=25%2026.05 | 77.23 | |
| SSEDSTarget DR=10%2025.03 | 77.21 | |
| LPFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 77.14 | |
| LPFSRatio (FR)=25%2026.05 | 77.14 | |
| AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 76.92 | |
| AutoFieldRatio (FR)=25%2026.05 | 76.92 | |
| SFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 76.85 | |
| SFSRatio (FR)=25%2026.05 | 76.85 | |
| RFCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 76.37 | |
| RFRatio (FR)=25%2026.05 | 76.37 | |
| DimRegTarget DR=10%2025.03 | 74.48 | |
| XGBoostCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 74.12 | |
| XGBoostRatio (FR)=50%2026.05 | 74.12 | |
| XGBoostCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 70.91 | |
| XGBoostRatio (FR)=25%2026.05 | 70.91 | |
| LassoCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 70.88 | |
| LassoRatio (FR)=50%2026.05 | 70.88 | |
| LassoCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 60.16 | |
| LassoRatio (FR)=25%2026.05 | 60.16 |