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. 2021 Jul 22;7:e547. doi: 10.7717/peerj-cs.547

Table 7. Performance results with CC under-sampling technique.

Classifier Accuracy Class Precision Recall F1 Score
RF 0.84 Hernia 0.86 0.86 0.86
Normal 0.82 0.78 0.82
Spondylolisthesis 0.86 0.92 0.89
Macro avg. 0.85 0.85 0.85
Weighted Avg. 0.84 0.84 0.84
LR 0.78 Hernia 0.75 0.64 0.69
Normal 0.71 0.83 0.77
Spondylolisthesis 0.92 0.85 0.88
Macro avg. 0.79 0.77 0.78
Weighted Avg. 0.78 0.78 0.78
ETC 0.80 Hernia 0.86 0.86 0.86
Normal 0.76 0.72 0.74
Spondylolisthesis 0.79 0.85 0.81
Macro avg. 0.80 0.81 0.80
Weighted Avg. 0.80 0.80 0.80
AB 0.84 Hernia 0.89 0.57 0.70
Normal 0.75 1.00 0.86
Spondylolisthesis 1.00 0.92 0.96
Macro avg. 0.88 0.83 0.84
Weighted Avg. 0.87 0.84 0.84
SVM 0.80 Hernia 0.64 0.82 0.72
Normal 0.75 0.69 0.72
Spondylolisthesis 0.95 0.86 0.90
macro avg 0.78 0.79 0.78
weighted avg 0.82 0.80 0.80