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Average (out-of-sample) test results of classification models for 1 and 2 s epochs.
| Model | Test Accuracy | Macro-Averaged F-measure |
|---|---|---|
| 2 s epoch | ||
| SVM | 89% | 90% |
| RF | 89% | 89.2% |
| XGB | 87.8% | 88.6% |
| GBM | 86.6% | 87.2% |
| C50 | 84.1% | 84.6% |
| CART | 79.3% | 81.7% |
| Nnet | 75.6% | 74.8% |
| AvNnet | 75.6% | 73.2% |
| 1 s epoch | ||
| SVM | 76.8% | 78.2% |
| RF | 85.4% | 84% |
| XGB | 79.3% | 78.1% |
| GBM | 81.7% | 81.5% |
| C50 | 79.3% | 76.4% |
| CART | 72% | 73.3% |
| Nnet | 73.2% | 72.6% |
| AvNnet | 70.7% | 70% |
