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. 2022 Feb 18;17(2):e0263790. doi: 10.1371/journal.pone.0263790

Table 12. Machine learning algorithms with one hot encoding, BoW and without PCA using Python.

Race Group Sample Size Classification Accuracy (%)
BoW-SVM BoW-RF BoW-LDA BoW-QDA
AFRICAN 90 73.91 73.91 82.4 83.3
ASIAN 90 100 100 82.4 53.6
CAUCASIAN 90 100 100 100 100
Micro-accuracy 93.97 93.97 90.94 81.64
Macro-accuracy 91.30 91.30 88.27 78.97