Multi-class Classification on Bioconcentration
96.51F1-score (%)IMOVNO+
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IMOVNO+validation=5-fold cross-validation2026.02 | 96.51 | 96.77 | 96.53 | 96.41 | |
| IMOVNO+Validation=5-fold cross-validation2026.02 | 96.51 | 96.77 | 96.53 | 96.41 | |
| IMOVNO+Binarization=true, Cross-validation=5-fold2026.02 | 96.51 | 96.77 | 96.53 | 96.41 | |
| IMOVNO+Strategy=Binarization, Validation=5-fold cross-validation2026.02 | 96.51 | 96.77 | 96.53 | 96.41 | |
| MDGP-Forestvalidation=5-fold cross-validation2026.02 | 68.23 | — | — | 74.65 | |
| OVO-ISMOTEBinarization=true, Cross-validation=5-fold2026.02 | 67.85 | 70.95 | 66.43 | 64.16 | |
| OVO-ISMOTEStrategy=Binarization, Validation=5-fold cross-validation2026.02 | 67.85 | 70.95 | 66.43 | 64.16 | |
| OVO-HSCFBinarization=true, Cross-validation=5-fold2026.02 | 62.35 | 65.66 | 60.79 | 58.08 | |
| OVO-HSCFStrategy=Binarization, Validation=5-fold cross-validation2026.02 | 62.35 | 65.66 | 60.79 | 58.08 | |
| ECDNNValidation=5-fold cross-validation2026.02 | 61.28 | 72.04 | 57.49 | 53.62 | |
| SAMME.C2Validation=5-fold cross-validation2026.02 | 60.91 | 70.18 | 57.9 | 51.79 | |
| FEHCvalidation=5-fold cross-validation2026.02 | 60.37 | 59.87 | 69.73 | — | |
| GDHSvalidation=5-fold cross-validation2026.02 | 54.61 | 53.95 | 60.65 | 59.45 | |
| SMOTE-CDNNValidation=5-fold cross-validation2026.02 | 53.92 | 56.19 | 64.18 | 62.63 | |
| OVO-GDDSADBinarization=true, Cross-validation=5-fold2026.02 | 45.69 | 47.36 | 50.15 | 48.4 | |
| OVO-GDDSADStrategy=Binarization, Validation=5-fold cross-validation2026.02 | 45.69 | 47.36 | 50.15 | 48.4 |