Rank Correlation Analysis on Across-dataset aggregate 96 datasets (test)
0.8955AMISCA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SCAMethod Category=IVMA (Adjusted)2025.12 | 0.8955 | 0.8769 | 0.8217 | 0.7733 | |
| CHAMethod Category=IVMA (Adjusted)2025.12 | 0.8714 | 0.8472 | 0.83 | 0.7836 | |
| {II, XB}AMethod Category=IVMA (Adjusted)2025.12 | 0.8463 | 0.8442 | 0.806 | 0.7818 | |
| DBAMethod Category=IVMA (Adjusted)2025.12 | 0.8315 | 0.8111 | 0.7856 | 0.7436 | |
| DIAMethod Category=IVMA (Adjusted)2025.12 | 0.7293 | 0.7177 | 0.7504 | 0.7427 | |
| DBMethod Category=IVM (Standard)2025.12 | 0.7091 | 0.7513 | 0.5719 | 0.5015 | |
| XBMethod Category=IVM (Standard)2025.12 | 0.6201 | 0.7019 | 0.4934 | 0.4446 | |
| CHMethod Category=IVM (Standard)2025.12 | 0.5923 | 0.6222 | 0.4487 | 0.381 | |
| IIMethod Category=IVM (Standard)2025.12 | 0.5668 | 0.5957 | 0.6086 | 0.6454 | |
| SCMethod Category=IVM (Standard)2025.12 | 0.5648 | 0.68 | 0.4549 | 0.4208 | |
| EnsembleMethod Category=Classifiers2025.12 | 0.5536 | 0.6162 | 0.4486 | 0.4531 | |
| SVMMethod Category=Classifiers2025.12 | 0.5427 | 0.6235 | 0.4625 | 0.4827 | |
| LDAMethod Category=Classifiers2025.12 | 0.4999 | 0.5726 | 0.3945 | 0.3606 | |
| RFMethod Category=Classifiers2025.12 | 0.4893 | 0.5741 | 0.3991 | 0.3889 | |
| kNNMethod Category=Classifiers2025.12 | 0.4876 | 0.581 | 0.3974 | 0.4094 | |
| XGBMethod Category=Classifiers2025.12 | 0.4543 | 0.5247 | 0.3373 | 0.3377 | |
| LRMethod Category=Classifiers2025.12 | 0.4456 | 0.5382 | 0.3666 | 0.3873 | |
| MLPMethod Category=Classifiers2025.12 | 0.4405 | 0.5386 | 0.36 | 0.3761 | |
| NBMethod Category=Classifiers2025.12 | 0.4126 | 0.5276 | 0.3157 | 0.313 | |
| DIMethod Category=IVM (Standard)2025.12 | 0.4026 | 0.3534 | 0.5366 | 0.5979 |