Table 1. % accuracy of different classifiers applied on different data representations with the best preprocessing combination.
Uncertainty corresponds to 3σ, with σ the standard deviation of the accuracy over the different training sessions. For each classifier, results in bold are significantly the best with respect to a Wilcoxon rank test at a p-value threshold of 0.01 (Lehmann & D’Abrera, 1975 ▸).
| Representation | KNN | RF | XGBoost |
|---|---|---|---|
| I(q) space | 55.4 ± 0.0 | 75.0 ± 0.9 | 73.8 ± 1.1 |
| PCA90 | 64.9 ± 0.3 | 69.5 ± 1.6 | 70.0 ± 1.8 |
| CAE | 66.5 ± 1.3 | 69.6 ± 1.0 | 70.1 ± 1.5 |
| CNN | 84.1 ± 1.1 | 84.9 ± 1.2 | 86.7 ± 1.6 |