Binary Prediction on Public Clinical Datasets (test)
74.1CGTransTab
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| TransTabsetting=feature incremental learning2022.05 | 74.1 | 87.9 | 66.5 | 89.4 | 79.1 | 84.1 | 73.9 | 89.7 | 1.12 | 0.35 | |
| DCNsetting=feature incremental learning2022.05 | 67.4 | 83.5 | 57.8 | 89.3 | 77.8 | 84 | 66 | 89.1 | 3.38 | 2.01 | |
| AutoIntsetting=feature incremental learning2022.05 | 67.1 | 82.5 | 56.3 | 89.3 | 76.9 | 83.6 | 67.6 | 88.7 | 4.75 | 1.25 | |
| LRsetting=feature incremental learning2022.05 | 67 | 77.3 | 47.5 | 83.2 | 72.7 | 80.6 | 65.5 | 82.5 | 8.88 | 2.8 | |
| FT-Transsetting=feature incremental learning2022.05 | 66.2 | 82.4 | 62.6 | 89.2 | 76.8 | 84 | 64.5 | 88.9 | 4.81 | 2.59 | |
| TabTranssetting=feature incremental learning2022.05 | 65.3 | 73.2 | 58.4 | 85.6 | 78.4 | 79.2 | 67.4 | 82.8 | 7.62 | 3.78 | |
| SCARFsetting=feature incremental learning2022.05 | 65.1 | 75.3 | 55.6 | 89.1 | 70.3 | 82.9 | 68 | 88.7 | 6.56 | 1.32 | |
| VIMEsetting=feature incremental learning2022.05 | 62.1 | 69.7 | 57.1 | 89.2 | 76.9 | 80.3 | 68.3 | 88.1 | 7 | 3.01 | |
| XGBoostsetting=feature incremental learning2022.05 | 60.8 | 81.7 | 52.7 | 89.1 | 77.8 | 81.6 | 69.2 | 89.8 | 5.5 | 3.13 | |
| MLPsetting=feature incremental learning2022.05 | 58.6 | 67.6 | 51.6 | 89 | 63.1 | 82.5 | 62.6 | 88.5 | 9.5 | 2.07 | |
| SNNsetting=feature incremental learning2022.05 | 58.3 | 73.8 | 44.2 | 88.8 | 64.4 | 81.8 | 64.3 | 88.1 | 9.69 | 1.28 | |
| TabNetsetting=feature incremental learning2022.05 | 57.3 | 68.9 | 41.9 | 88.6 | 57.1 | 83.7 | 68 | 88.2 | 9.19 | 3.34 |