Binary Classification on Heart Failure Clinical Data 2020 (3 CV seeds)
87.7F1 ScoreMLP-diffMCC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MLP-diffMCCfeature selection=All features2026.04 | 87.7 | 76.1 | |
| MLP-diffMCCfeature selection=LCEN-selected features2026.04 | 86.5 | 73.9 | |
| MLP-CEfeature selection=LCEN-selected features2026.04 | 84.9 | 70.1 | |
| MLP-CEfeature selection=All features2026.04 | 84.7 | 69.3 | |
| MLP-CEfeature selection=Chicco & Jurman (2020) features2026.04 | 81.8 | 63.8 | |
| MLP-diffMCCfeature selection=Chicco & Jurman (2020) features2026.04 | 81.3 | 62.8 | |
| GBDTfeature selection=LCEN-selected features2026.04 | 80.4 | 61.6 | |
| LRfeature selection=LCEN-selected features2026.04 | 79.2 | 58.5 | |
| LASSOfeature selection=LCEN-selected features2026.04 | 79.2 | 58.5 | |
| RRfeature selection=LCEN-selected features2026.04 | 79.2 | 58.5 | |
| ENfeature selection=LCEN-selected features2026.04 | 79.2 | 58.5 | |
| LCENfeature selection=All features2026.04 | 79.2 | 58.5 | |
| LCENfeature selection=LCEN-selected features2026.04 | 79.2 | 58.5 | |
| AdaBfeature selection=LCEN-selected features2026.04 | 79.2 | 60.2 | |
| RFfeature selection=LCEN-selected features2026.04 | 78.6 | 58.5 | |
| RFfeature selection=All features2026.04 | 78.1 | 57.3 | |
| LRfeature selection=Chicco & Jurman (2020) features2026.04 | 78 | 56.5 | |
| LASSOfeature selection=Chicco & Jurman (2020) features2026.04 | 78 | 56.5 | |
| RRfeature selection=Chicco & Jurman (2020) features2026.04 | 78 | 56.5 | |
| ENfeature selection=Chicco & Jurman (2020) features2026.04 | 78 | 56.5 | |
| LCENfeature selection=Chicco & Jurman (2020) features2026.04 | 77.8 | 55.7 | |
| GBDTfeature selection=All features2026.04 | 77.6 | 56.7 | |
| SVMfeature selection=LCEN-selected features2026.04 | 77.5 | 55.7 | |
| SVMfeature selection=All features2026.04 | 77.2 | 54.5 | |
| GBDTfeature selection=Chicco & Jurman (2020) features2026.04 | 76.5 | 53.4 | |
| AdaBfeature selection=All features2026.04 | 76.2 | 53.2 | |
| RFfeature selection=Chicco & Jurman (2020) features2026.04 | 73.9 | 48.4 | |
| AdaBfeature selection=Chicco & Jurman (2020) features2026.04 | 73.9 | 48.1 | |
| LRfeature selection=All features2026.04 | 73.8 | 47.9 | |
| LASSOfeature selection=All features2026.04 | 73.8 | 47.9 | |
| RRfeature selection=All features2026.04 | 73.8 | 47.9 | |
| ENfeature selection=All features2026.04 | 73.8 | 47.9 | |
| SVMfeature selection=Chicco & Jurman (2020) features2026.04 | 69.9 | 40.1 | |
| RF (Chicco & Jurman, 2020)feature selection=All features2026.04 | 68.2 | 38.4 | |
| RF (Chicco & Jurman, 2020)feature selection=Chicco & Jurman (2020) features2026.04 | 21.4 | 41.8 |