Healthcare Diagnostics on Healthcare Diagnostic Tasks
90.8AUCMARIA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=Ω, Test missing percentage=Ω2024.12 | 90.8 | 59.95 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=50%, Test missing percentage=Ω2024.12 | 90.24 | 59.57 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=75%, Test missing percentage=Ω2024.12 | 88.21 | 56.42 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=Ω, Test missing percentage=50%2024.12 | 87.81 | 53.88 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=50%, Test missing percentage=50%2024.12 | 87.8 | 55.39 | |
| FTTransformerFusion Strategy=Early, Imputer=with, Train missing percentage=Ω, Test missing percentage=Ω2024.12 | 87.1 | 54.17 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=75%, Test missing percentage=50%2024.12 | 85.58 | 52.4 | |
| AdaBoostFusion Strategy=Early, Imputer=with, Train missing percentage=Ω, Test missing percentage=Ω2024.12 | 83.89 | 54.79 | |
| XGBoostFusion Strategy=Late, Imputer=without, Train missing percentage=75%, Test missing percentage=75%2024.12 | 83.27 | 37.15 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=Ω, Test missing percentage=75%2024.12 | 82.75 | 42.6 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=30%, Test missing percentage=Ω2024.12 | 82.31 | 47.77 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=50%, Test missing percentage=75%2024.12 | 82.13 | 40.96 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=30%, Test missing percentage=30%2024.12 | 81.29 | 44.4 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=75%, Test missing percentage=75%2024.12 | 81.07 | 42.27 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=Ω, Test missing percentage=30%2024.12 | 80.6 | 47.06 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=50%, Test missing percentage=30%2024.12 | 80.06 | 48 | |
| AdaBoostFusion Strategy=Early, Imputer=with, Train missing percentage=Ω, Test missing percentage=30%2024.12 | 77.53 | 42.4 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=75%, Test missing percentage=30%2024.12 | 74.3 | 41.22 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=30%, Test missing percentage=50%2024.12 | 74.02 | 38.09 | |
| DecisionTreeFusion Strategy=Early, Imputer=without, Train missing percentage=75%, Test missing percentage=75%2024.12 | 69.75 | 33.04 | |
| MARIAFusion Strategy=Intermediate, Imputer=without, Train missing percentage=30%, Test missing percentage=75%2024.12 | 65.1 | 25.97 | |
| FTTransformerFusion Strategy=Intermediate, Imputer=with, Train missing percentage=75%, Test missing percentage=75%2024.12 | 50 | 0 |