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. 2022 Jun 3;17(6):e0267936. doi: 10.1371/journal.pone.0267936

Table 4. Performance metrics were evaluated by the three ML models (random forest classifier, SVM, and Naïve Bayes) with six muscle datasets.

Highest accuracies are heighted in the table as bold.

Random Forest Classifier Support Vector Machine Naive Bayes
Muscles Accuracy Precision Recall F1 score Accuracy Precision Recall F1 score Accuracy Precision Recall F1 score
Biceps 0.40 0.27 0.33 0.29 0.45 0.46 0.39 0.37 0.47 0.46 0.45 0.45
Deltoid 0.55 0.40 0.43 0.41 0.57 0.39 0.45 0.41 0.28 0.3 0.25 0.26
ECU 0.61 0.73 0.53 0.51 0.41 0.30 0.35 0.30 0.43 0.40 0.41 0.39
FCU 0.45 0.31 0.37 0.32 0.35 0.25 0.30 0.24 0.35 0.25 0.26 0.25
TE 0.55 0.39 0.44 0.40 0.36 0.23 0.29 0.25 0.36 0.32 0.33 0.30
Triceps 0.51 0.36 0.41 0.37 0.53 0.35 0.42 0.38 0.31 0.31 0.28 0.28