Classification on banknote (F1 score)
100F1 ScorePLNN
Evaluation Results
| Method | Links | |
|---|---|---|
| PLNNModel Interpretability=Non-interpretable2024.08 | 100 | |
| SVMModel Interpretability=Non-interpretable2024.08 | 100 | |
| KNNModel Interpretability=Interpretable2024.08 | 100 | |
| RRLModel Interpretability=Interpretable2024.08 | 100 | |
| RNSModel Interpretability=Interpretable2024.08 | 100 | |
| FTModel Interpretability=Non-interpretable2024.08 | 99.93 | |
| NODEModel Interpretability=Non-interpretable2024.08 | 99.93 | |
| BNNModel Interpretability=Non-interpretable2024.08 | 99.64 | |
| XGBModel Interpretability=Non-interpretable2024.08 | 99.55 | |
| LORDModel Interpretability=Interpretable2024.08 | 99.51 | |
| LGBMModel Interpretability=Non-interpretable2024.08 | 99.48 | |
| RFModel Interpretability=Non-interpretable2024.08 | 99.4 | |
| SAINTModel Interpretability=Non-interpretable2024.08 | 99.04 | |
| VIMEModel Interpretability=Non-interpretable2024.08 | 98.91 | |
| LRModel Interpretability=Interpretable2024.08 | 98.82 | |
| CORELSModel Interpretability=Interpretable2024.08 | 98.49 | |
| C4.5Model Interpretability=Interpretable2024.08 | 98.45 | |
| DRNETModel Interpretability=Interpretable2024.08 | 97.92 | |
| CARTModel Interpretability=Interpretable2024.08 | 97.85 | |
| PTURSModel Interpretability=Interpretable2024.08 | 96.73 | |
| TabNetModel Interpretability=Non-interpretable2024.08 | 96.34 | |
| RIPPERModel Interpretability=Interpretable2024.08 | 96 | |
| CRSModel Interpretability=Interpretable2024.08 | 94.93 | |
| SBRLModel Interpretability=Interpretable2024.08 | 94.44 | |
| TabTransModel Interpretability=Non-interpretable2024.08 | 93.78 | |
| STGModel Interpretability=Non-interpretable2024.08 | 90.49 |