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 |