Classification on EY
72.5AccuracyDeep Lasso
Evaluation Results
| Method | Links | |
|---|---|---|
| Deep Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 72.5 | |
| 1L Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 71.8 | |
| RFpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 71.1 | |
| XGBoostpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 70.6 | |
| Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 69.7 | |
| AGLpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 69.7 | |
| No FSpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 68.6 | |
| Univariatepercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 68.1 | |
| AMpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 68 | |
| LassoNetpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 67.9 | |
| ProtoGateFeature type=Random features2025.03 | 64.8 | |
| AutoNFSFeature type=Random features2025.03 | 63.4 | |
| XGBoostFeature type=Random features2025.03 | 59 | |
| RFFeature type=Random features2025.03 | 58.9 | |
| AGLpercent_extra_features=50%, downstream_model=MLP2023.11 | 58.8 | |
| AMpercent_extra_features=50%, downstream_model=MLP2023.11 | 58.3 | |
| XGBoostpercent_extra_features=50%, downstream_model=MLP2023.11 | 58.3 | |
| AGLFeature type=Random features2025.03 | 57.8 | |
| Deep Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 57.7 | |
| UnivariateFeature type=Random features2025.03 | 57.5 | |
| RFpercent_extra_features=50%, downstream_model=MLP2023.11 | 57.4 | |
| Deep LassoFeature type=Random features2025.03 | 57.3 | |
| XGBoostpercent_extra_features=75%, downstream_model=MLP2023.11 | 57.1 | |
| LassoNetpercent_extra_features=50%, downstream_model=MLP2023.11 | 57 | |
| 1L Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 56.6 | |
| Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 56.5 | |
| 1L LassoFeature type=Random features2025.03 | 56.4 | |
| No FSpercent_extra_features=50%, downstream_model=MLP2023.11 | 55.7 | |
| Univariatepercent_extra_features=50%, downstream_model=MLP2023.11 | 55.6 | |
| Deep Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 55.4 | |
| AMFeature type=Random features2025.03 | 55.4 | |
| LassoNetFeature type=Random features2025.03 | 55.2 | |
| 1L Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 54.9 | |
| Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 54.8 | |
| AGLpercent_extra_features=75%, downstream_model=MLP2023.11 | 54.8 | |
| RFpercent_extra_features=75%, downstream_model=MLP2023.11 | 54.7 | |
| LassoFeature type=Random features2025.03 | 54.7 | |
| LassoNetpercent_extra_features=75%, downstream_model=MLP2023.11 | 53.9 | |
| No FSFeature type=Random features2025.03 | 53.8 | |
| LSpinFeature type=Random features2025.03 | 53.5 | |
| STGFeature type=Random features2025.03 | 53.3 | |
| No FSpercent_extra_features=75%, downstream_model=MLP2023.11 | 51.8 | |
| Univariatepercent_extra_features=75%, downstream_model=MLP2023.11 | 51 |