Table 4.
Performance Measurement | Classifiers | ||||||
---|---|---|---|---|---|---|---|
NB | SVM | DT | ANN | Boosting | RF | Proposed System | |
F-value | 50.78 | 46.89 | 41.34 | 75.89 | 50.62 | 75.97 | 86.27 |
Recall | 54.47 | 49.46 | 42.15 | 77.27 | 57.13 | 79.85 | 88.31 |
Precision | 47.56 | 44.56 | 40.56 | 74.56 | 45.44 | 72.45 | 84.62 |
Accuracy | 79.17 | 74.00 | 73.83 | 88.30 | 80.09 | 88.27 | 93.64 |
Specificity | 83.04 | 81.55 | 82.85 | 91.05 | 89.50 | 93.94 | 95.29 |
Error Rate | 22.83 | 27.00 | 29.87 | 12.5 | 21.91 | 13.73 | 05.36 |