Mortality prediction on N00041119 (test)
0.6797AUROCTransTab
Evaluation Results
| Method | Links | |
|---|---|---|
| TransTabLearning Setting=feature incremental learning2022.05 | 0.6797 | |
| TransTablearning_setting=supervised, averaging=10 random seeds2022.05 | 0.6408 | |
| VIMElearning_setting=supervised, averaging=10 random seeds2022.05 | 0.6397 | |
| FT-Translearning_setting=supervised, averaging=10 random seeds2022.05 | 0.6372 | |
| MLPLearning Setting=feature incremental learning2022.05 | 0.6371 | |
| LRlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.6364 | |
| DCNlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.6349 | |
| MLPlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.634 | |
| SNNlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.6335 | |
| AutoIntlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.6327 | |
| SCARFlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.6248 | |
| LRLearning Setting=feature incremental learning2022.05 | 0.6213 | |
| TabTranslearning_setting=supervised, averaging=10 random seeds2022.05 | 0.6187 | |
| VIMELearning Setting=feature incremental learning2022.05 | 0.6101 | |
| SCARFLearning Setting=feature incremental learning2022.05 | 0.5996 | |
| XGBoostlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.5937 | |
| TabNetlearning_setting=supervised, averaging=10 random seeds2022.05 | 0.5856 | |
| SNNLearning Setting=feature incremental learning2022.05 | 0.5765 | |
| XGBoostLearning Setting=feature incremental learning2022.05 | 0.5735 | |
| TabTransLearning Setting=feature incremental learning2022.05 | 0.5599 | |
| FT-TransLearning Setting=feature incremental learning2022.05 | 0.5552 | |
| TabNetLearning Setting=feature incremental learning2022.05 | 0.5548 | |
| AutoIntLearning Setting=feature incremental learning2022.05 | 0.5232 | |
| DCNLearning Setting=feature incremental learning2022.05 | 0.5172 |