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Comparison of machine learning algorithms at all points of the S5 system.
| Model | F1-Measure by Classes | Accuracy | ||
|---|---|---|---|---|
| Task 1 | Task 2 | Task 3 | ||
| DT | 88.89 | 90.91 | 100.0 | 94.12 |
| KNN | 100.0 | 100.0 | 100.0 | 100.0 |
| RF | 100.0 | 100.0 | 100.0 | 100.0 |
| NN | 100.0 | 100.0 | 100.0 | 100.0 |
| LSTM | 45.45 | 0.0 | 0.0 | 29.41 |
| CNN | 90.91 | 75.0 | 93.33 | 88.24 |
| Transformer | 100.0 | 100.0 | 100.0 | 100.0 |
