Classification on AL
96.3AccuracyUnivariate
Evaluation Results
| Method | Links | |
|---|---|---|
| Univariatepercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 96.3 | |
| XGBoostpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 96.3 | |
| 1L Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 96.2 | |
| LassoNetpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 96.2 | |
| AMpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 96.2 | |
| RFpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 96.2 | |
| Deep Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 96.1 | |
| No FSpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 96 | |
| UnivariateFeature type=Random features2025.03 | 96 | |
| AutoNFSFeature type=Random features2025.03 | 96 | |
| Deep Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 95.9 | |
| Deep LassoFeature type=Random features2025.03 | 95.9 | |
| AGLFeature type=Random features2025.03 | 95.8 | |
| XGBoostFeature type=Random features2025.03 | 95.6 | |
| Univariatepercent_extra_features=50%, downstream_model=MLP2023.11 | 95.5 | |
| Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 95.5 | |
| 1L Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 95.5 | |
| LassoNetpercent_extra_features=50%, downstream_model=MLP2023.11 | 95.5 | |
| AMpercent_extra_features=50%, downstream_model=MLP2023.11 | 95.5 | |
| Deep Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 95.5 | |
| Univariatepercent_extra_features=75%, downstream_model=MLP2023.11 | 95.5 | |
| 1L Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 95.5 | |
| RFFeature type=Random features2025.03 | 95.5 | |
| XGBoostpercent_extra_features=50%, downstream_model=MLP2023.11 | 95.4 | |
| XGBoostpercent_extra_features=75%, downstream_model=MLP2023.11 | 95.4 | |
| LassoNetFeature type=Random features2025.03 | 95.4 | |
| AGLpercent_extra_features=50%, downstream_model=MLP2023.11 | 95.3 | |
| AMFeature type=Random features2025.03 | 95.3 | |
| RFpercent_extra_features=75%, downstream_model=MLP2023.11 | 95.2 | |
| Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 95.2 | |
| 1L LassoFeature type=Random features2025.03 | 95.2 | |
| RFpercent_extra_features=50%, downstream_model=MLP2023.11 | 95.1 | |
| LassoFeature type=Random features2025.03 | 94.9 | |
| LSpinFeature type=Random features2025.03 | 94.9 | |
| Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 94.8 | |
| LassoNetpercent_extra_features=75%, downstream_model=MLP2023.11 | 94.7 | |
| No FSpercent_extra_features=50%, downstream_model=MLP2023.11 | 94.6 | |
| No FSFeature type=Random features2025.03 | 94.1 | |
| STGFeature type=Random features2025.03 | 94 | |
| AGLpercent_extra_features=75%, downstream_model=MLP2023.11 | 92.8 | |
| ProtoGateFeature type=Random features2025.03 | 92.2 | |
| No FSpercent_extra_features=75%, downstream_model=MLP2023.11 | 92.1 | |
| AGLpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 90.6 |