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ResearchFormerly WizWand

Dimension Selection on ML-1M

80.99AUCShuffleGate
51.734859.329966.92574.5201Mar 12, 2025May 25, 2025Aug 7, 2025Oct 20, 2025Jan 2, 2026Mar 17, 2026May 31, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ShuffleGateTarget DR=10%2025.0380.99
XGBoostCategory=Heuristic, Target Retention Ratio (FR)=50%2025.0380.97
SHARKCategory=Permutation, Target Retention Ratio (FR)=50%2025.0380.97
LPFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.0380.97
ShuffleGateCategory=Ours, Target Retention Ratio (FR)=50%2025.0380.97
XGBoostRatio (FR)=50%2026.0580.97
SHARKRatio (FR)=50%2026.0580.97
LPFSRatio (FR)=50%2026.0580.97
LeAPRatio (FR)=50%2026.0580.97
SHARKCategory=Permutation, Target Retention Ratio (FR)=25%2025.0380.78
LPFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.0380.78
SFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.0380.78
ShuffleGateCategory=Ours, Target Retention Ratio (FR)=25%2025.0380.78
SHARKRatio (FR)=25%2026.0580.78
LPFSRatio (FR)=25%2026.0580.78
SFSRatio (FR)=25%2026.0580.78
LeAPRatio (FR)=25%2026.0580.78
AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=50%2025.0380.77
AutoFieldRatio (FR)=50%2026.0580.77
AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=25%2025.0380.68
AutoFieldRatio (FR)=25%2026.0580.68
ShuffleGateTarget DR=50%2025.0380.31
ShuffleGateTarget DR=25%2025.0380.21
DimRegTarget DR=25%2025.0380.16
DimRegTarget DR=10%2025.0379.83
SSEDSTarget DR=10%2025.0379.72
No_SelectTarget DR=50%2025.0379.5
No_SelectTarget DR=25%2025.0379.5
No_SelectTarget DR=10%2025.0379.5
No_SelectCategory=-, Target Retention Ratio (FR)=50%2025.0379.5
No_SelectCategory=-, Target Retention Ratio (FR)=25%2025.0379.5
No_SelectRatio (FR)=50%2026.0579.5
No_SelectRatio (FR)=25%2026.0579.5
SFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.0379.46
SFSRatio (FR)=50%2026.0579.46
AutoDimTarget DR=50%2025.0379.43
DimRegTarget DR=50%2025.0379.43
SSEDSTarget DR=50%2025.0379.33
RFCategory=Heuristic, Target Retention Ratio (FR)=50%2025.0379.24
RFRatio (FR)=50%2026.0579.24
SSEDSTarget DR=25%2025.0379.23
XGBoostCategory=Heuristic, Target Retention Ratio (FR)=25%2025.0373.38
XGBoostRatio (FR)=25%2026.0573.38
RFCategory=Heuristic, Target Retention Ratio (FR)=25%2025.0369.46
RFRatio (FR)=25%2026.0569.46
LassoCategory=Heuristic, Target Retention Ratio (FR)=50%2025.0364.84
LassoRatio (FR)=50%2026.0564.84
LassoCategory=Heuristic, Target Retention Ratio (FR)=25%2025.0352.86
LassoRatio (FR)=25%2026.0552.86