Table 8.
Comparison between Precision, Recall, F1, and Accuracy of experiments without SMOT for dataset 3.
| ML Classifiers | Class | Precision | Recall | F1-Score | Accuracy |
|---|---|---|---|---|---|
| DT | AVM | 97.48 % | 98.10 % | 97.79 % | 98.94 % |
| Normal | 99.76 % | 99.04 % | 99.40 % | ||
| Ulcer | 97.75 % | 100.00 % | 98.86 % | ||
| Average | 98.33 % | 99.05 % | 98.68 % | ||
| KNN | AVM | 84.12 % | 90.51 % | 87.20 % | 87.44 % |
| Normal | 95.21 % | 86.06 % | 90.40 % | ||
| Ulcer | 66.96 % | 88.51 % | 76.24 % | ||
| Average | 82.10 % | 88.36 % | 84.61 % | ||
| LR | AVM | 100.00 % | 94.94 % | 97.40 % | 98.63 % |
| Normal | 98.81 % | 100.00 % | 99.40 % | ||
| Ulcer | 95.56 % | 98.85 % | 97.18 % | ||
| Average | 98.12 % | 97.93 % | 97.99 % | ||
| NB | AVM | 55.56 % | 53.80 % | 54.66 % | 57.33 % |
| Normal | 73.23 % | 57.21 % | 64.24 % | ||
| Ulcer | 30.60 % | 64.37 % | 41.48 % | ||
| Average | 53.13 % | 58.46 % | 53.46 % | ||
| RF | AVM | 99.31 % | 90.51 % | 94.70 % | 96.06 % |
| Normal | 94.32 % | 99.76 % | 96.96 % | ||
| Ulcer | 100.00 % | 88.51 % | 93.90 % | ||
| Average | 97.87 % | 92.92 % | 95.19 % | ||
| SVM | AVM | 100.00 % | 90.51 % | 95.02 % | 95.76 % |
| Normal | 94.70 % | 98.80 % | 96.71 % | ||
| Ulcer | 94.05 % | 90.80 % | 92.40 % | ||
| Average | 96.25 % | 93.37 % | 94.71 % |