Rank Evaluation on Overall Performance across 12 Datasets
1.42RankDeep Lasso
Evaluation Results
| Method | Links | |
|---|---|---|
| Deep Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 1.42 | |
| XGBoostpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 2.42 | |
| Deep Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 2.58 | |
| XGBoostpercent_extra_features=75%, downstream_model=MLP2023.11 | 2.58 | |
| XGBoostpercent_extra_features=50%, downstream_model=MLP2023.11 | 2.67 | |
| Deep Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 2.67 | |
| AGLpercent_extra_features=50%, downstream_model=MLP2023.11 | 3 | |
| 1L Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 3.25 | |
| AMpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 3.42 | |
| RFpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 3.42 | |
| 1L Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 3.5 | |
| AMpercent_extra_features=50%, downstream_model=MLP2023.11 | 3.58 | |
| LassoNetpercent_extra_features=50%, downstream_model=MLP2023.11 | 3.83 | |
| LassoNetpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 3.92 | |
| AGLpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 4.08 | |
| LassoNetpercent_extra_features=75%, downstream_model=MLP2023.11 | 4.33 | |
| RFpercent_extra_features=50%, downstream_model=MLP2023.11 | 4.67 | |
| 1L Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 4.75 | |
| AGLpercent_extra_features=75%, downstream_model=MLP2023.11 | 4.92 | |
| RFpercent_extra_features=75%, downstream_model=MLP2023.11 | 4.92 | |
| Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 5 | |
| Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 5.42 | |
| No FSpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 6.08 | |
| Univariatepercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 6.17 | |
| Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 6.42 | |
| Univariatepercent_extra_features=50%, downstream_model=MLP2023.11 | 7.33 | |
| Univariatepercent_extra_features=75%, downstream_model=MLP2023.11 | 7.5 | |
| No FSpercent_extra_features=75%, downstream_model=MLP2023.11 | 7.58 | |
| No FSpercent_extra_features=50%, downstream_model=MLP2023.11 | 8 |