Table 2.
Stomach disease classification with proposed feature optimization technique (CV = 10).
| Classifier | Evaluation Measures | |||||
|---|---|---|---|---|---|---|
| Accuracy (%) | Precision (%) | FNR (%) | Recall (%) | F1_Score (%) | Time(s) | |
| L-SVM | 98.6 | 98.8 | 1.4 | 99.1 | 98.9 | 65.271 |
| Q-SVM | 99.1 | 99.2 | 0.8 | 98.3 | 98.7 | 69.563 |
| C-SVM | 99.8 | 99.8 | 0.2 | 99.4 | 99.6 | 33.18 |
| MG-SVM | 96.5 | 97 | 3.5 | 97.5 | 97.2 | 252.343 |
| CG-SVM | 95.6 | 95.6 | 4.4 | 96.6 | 96.1 | 102.235 |
| GN-Bayes | 92.6 | 92.7 | 7.3 | 93.7 | 93.2 | 89.102 |
| ESD | 94.2 | 94.3 | 5.8 | 95.2 | 94.7 | 125.36 |
| C-KNN | 97.4 | 98.4 | 2.6 | 98.4 | 98.4 | 27.151 |
| LD | 98.3 | 98.7 | 1.7 | 99.3 | 99 | 32.14 |