Multi-class Classification on Heart-disease Hungarian
93.08F1-scoreIMOVNO+
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| IMOVNO+validation=5-fold cross-validation2026.02 | 93.08 | 93.81 | 93.21 | 92.67 | |
| IMOVNO+Validation=5-fold cross-validation2026.02 | 93.08 | 93.81 | 93.21 | 92.67 | |
| IMOVNO+Binarization=true, Cross-validation=5-fold2026.02 | 93.08 | 93.81 | 93.21 | 92.67 | |
| IMOVNO+Strategy=Binarization, Validation=5-fold cross-validation2026.02 | 93.08 | 93.81 | 93.21 | 92.67 | |
| OVO-ISMOTEBinarization=true, Cross-validation=5-fold2026.02 | 34.75 | 36.37 | 35.35 | 15.27 | |
| OVO-ISMOTEStrategy=Binarization, Validation=5-fold cross-validation2026.02 | 34.75 | 36.37 | 35.35 | 15.27 | |
| MDGP-Forestvalidation=5-fold cross-validation2026.02 | 34.1 | — | — | 54.59 | |
| SAMME.C2Validation=5-fold cross-validation2026.02 | 31.71 | 33.03 | 32.38 | 10.95 | |
| FEHCvalidation=5-fold cross-validation2026.02 | 31.52 | 33.53 | 34.71 | — | |
| OVO-HSCFBinarization=true, Cross-validation=5-fold2026.02 | 28.22 | 29.01 | 28.89 | 6.08 | |
| OVO-HSCFStrategy=Binarization, Validation=5-fold cross-validation2026.02 | 28.22 | 29.01 | 28.89 | 6.08 | |
| GDHSvalidation=5-fold cross-validation2026.02 | 26.37 | 28.2 | 28.55 | 9.64 | |
| SMOTE-CDNNValidation=5-fold cross-validation2026.02 | 21.72 | 26.03 | 27.49 | 13.77 | |
| ECDNNValidation=5-fold cross-validation2026.02 | 17.21 | 16.57 | 20.07 | 0.69 | |
| OVO-GDDSADBinarization=true, Cross-validation=5-fold2026.02 | 16.61 | 20.18 | 20.43 | 11.01 | |
| OVO-GDDSADStrategy=Binarization, Validation=5-fold cross-validation2026.02 | 16.61 | 20.18 | 20.43 | 11.01 |