Feature Selection on Criteo, Avazu, AliCCP, ML-1M Aggregate
99.81SAUCShuffleGate
Evaluation results
| Method | Links | |
|---|---|---|
| ShuffleGateCategory=Ours, Target Retention Ratio (FR)=50%2025.03 | 99.81 | |
| SHARKCategory=Permutation, Target Retention Ratio (FR)=50%2025.03 | 99.77 | |
| AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 99.65 | |
| No_SelectCategory=-, Target Retention Ratio (FR)=25%2025.03 | 99.6 | |
| No_SelectCategory=-, Target Retention Ratio (FR)=50%2025.03 | 99.54 | |
| SFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 99.15 | |
| LPFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.03 | 99.13 | |
| RFCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 98.95 | |
| ShuffleGateCategory=Ours, Target Retention Ratio (FR)=25%2025.03 | 98.54 | |
| AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 98.08 | |
| SHARKCategory=Permutation, Target Retention Ratio (FR)=25%2025.03 | 98.05 | |
| LPFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 97.54 | |
| SFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.03 | 97.33 | |
| XGBoostCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 97.1 | |
| RFCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 92.37 | |
| XGBoostCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 89.77 | |
| LassoCategory=Heuristic, Target Retention Ratio (FR)=50%2025.03 | 88.72 | |
| LassoCategory=Heuristic, Target Retention Ratio (FR)=25%2025.03 | 79.28 |