Classification on wine (F1 score)
98.8F1 ScoreRNS
Evaluation Results
| Method | Links | |
|---|---|---|
| RNSModel Interpretability=Interpretable2024.08 | 98.8 | |
| LGBMModel Interpretability=Non-interpretable2024.08 | 98.44 | |
| TabNetModel Interpretability=Non-interpretable2024.08 | 98.37 | |
| RRLModel Interpretability=Interpretable2024.08 | 98.37 | |
| RFModel Interpretability=Non-interpretable2024.08 | 98.31 | |
| XGBValidation Strategy=five-fold cross-validation2025.08 | 98.22 | |
| LORDModel Interpretability=Interpretable2024.08 | 97.85 | |
| NODEModel Interpretability=Non-interpretable2024.08 | 97.78 | |
| XGBModel Interpretability=Non-interpretable2024.08 | 97.78 | |
| CRSModel Interpretability=Interpretable2024.08 | 97.78 | |
| CORELSModel Interpretability=Interpretable2024.08 | 97.43 | |
| KNNModel Interpretability=Interpretable2024.08 | 96.24 | |
| SVMModel Interpretability=Non-interpretable2024.08 | 96.05 | |
| ODDValidation Strategy=five-fold cross-validation2025.08 | 95.87 | |
| SBRLModel Interpretability=Interpretable2024.08 | 95.84 | |
| BNNModel Interpretability=Non-interpretable2024.08 | 95.77 | |
| RRLValidation Strategy=five-fold cross-validation2025.08 | 95.58 | |
| SAINTModel Interpretability=Non-interpretable2024.08 | 95.5 | |
| C4.5Model Interpretability=Interpretable2024.08 | 95.48 | |
| TabTransModel Interpretability=Non-interpretable2024.08 | 95.16 | |
| LRModel Interpretability=Interpretable2024.08 | 95.16 | |
| FTModel Interpretability=Non-interpretable2024.08 | 94.63 | |
| NLNValidation Strategy=five-fold cross-validation2025.08 | 94.44 | |
| STGModel Interpretability=Non-interpretable2024.08 | 94.39 | |
| CARTModel Interpretability=Interpretable2024.08 | 94.39 | |
| DRNETModel Interpretability=Interpretable2024.08 | 92.41 | |
| VIMEModel Interpretability=Non-interpretable2024.08 | 92.18 | |
| PTURSModel Interpretability=Interpretable2024.08 | 90.85 | |
| RIPPERModel Interpretability=Interpretable2024.08 | 89.16 | |
| PLNNModel Interpretability=Non-interpretable2024.08 | 76.07 |