Table 2.
Average performance of the classifiers using self collected data
| Methods | Measures | Classifiers | |||
|---|---|---|---|---|---|
| DT | NB | RF | SVM | ||
| ReliefF | Precision | 86.13% | 87.04% | 89.74% | 90.48% |
| Recall | 86.46% | 87.37% | 89.67% | 91.79% | |
| F-score | 86.29% | 87.20% | 89.70% | 91.13% | |
| Accuracy | 88.37% | 89.97% | 92.57% | 93.10% | |
| GRF | Precision | 89.83% | 91.62% | 91.86% | 95.78% |
| Recall | 90.24% | 91.94% | 92.63% | 95.91% | |
| F-score | 90.03% | 91.78% | 92.24% | 95.84% | |
| Accuracy | 93.74% | 94.48% | 95.48% | 98.01% | |
| GRRF | Precision | 92.57% | 93.27% | 95.27% | 97.28% |
| Recall | 92.65% | 93.37% | 95.37% | 97.13% | |
| F-score | 92.61% | 93.32% | 95.32% | 97.20% | |
| Accuracy | 94.59% | 96.54% | 97.74% | 99.10% | |