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. 2024 Feb 29;80(Pt 2):202–212. doi: 10.1107/S2053273324000950

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