Mortality prediction on N00174655 (test)
0.9428AUROCTransTab
Evaluation results
| Method | Links | |
|---|---|---|
| TransTablearning_setting=supervised, averaging=10 random seeds2022.05 | 0.9428 | |
| SCARFlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.931 | |
| SNNlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.913 | |
| FT-Translearning_setting=supervised, averaging=10 random seeds2022.05 | 0.9073 | |
| TabTranslearning_setting=supervised, averaging=10 random seeds2022.05 | 0.9035 | |
| TransTabLearning Setting=feature incremental learning2022.05 | 0.8545 | |
| LRlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.8543 | |
| VIMElearning_setting=supervised, averaging=10 random seeds2022.05 | 0.8533 | |
| LRLearning Setting=feature incremental learning2022.05 | 0.8485 | |
| TabNetLearning Setting=feature incremental learning2022.05 | 0.8419 | |
| VIMELearning Setting=feature incremental learning2022.05 | 0.8114 | |
| FT-TransLearning Setting=feature incremental learning2022.05 | 0.8045 | |
| XGBoostLearning Setting=feature incremental learning2022.05 | 0.789 | |
| MLPLearning Setting=feature incremental learning2022.05 | 0.7754 | |
| TabTransLearning Setting=feature incremental learning2022.05 | 0.7652 | |
| DCNlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.7577 | |
| AutoIntlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.7502 | |
| SNNLearning Setting=feature incremental learning2022.05 | 0.744 | |
| SCARFLearning Setting=feature incremental learning2022.05 | 0.6261 | |
| MLPlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.6189 | |
| AutoIntLearning Setting=feature incremental learning2022.05 | 0.6075 | |
| DCNLearning Setting=feature incremental learning2022.05 | 0.5846 | |
| TabNetlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.5401 | |
| XGBoostlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.5 |