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

Table 11. Machine learning algorithms with one hot encoding and PCA using Python.

Race Group Sample Size Classification Accuracy (%)
BoW-PCA-SVM BoW-PCA-RF BoW-PCA-LDA BoW-PCA-QDA
AFRICAN 90 84.2 85 88.2 64
ASIAN 90 93.3 100 88.2 93.3
CAUCASIAN 90 100 100 100 100
Micro-accuracy 95.17 97.89 94.80 88.44
Macro-accuracy 92.50 95.00 92.13 85.77