Research Article
Assisting in Auditing of Buffer Overflow Vulnerabilities via Machine Learning
Table 8
Performances of our five classifier algorithms.
| ā | TP | FN | FP | TN | Recall (%) | TNR (%) | Precision (%) | (%) |
| KNN | 42 | 16 | 20 | 154 | 72.4 | 88.5 | 67.7 | 70 | DT | 44 | 14 | 31 | 143 | 75.9 | 82.2 | 58.7 | 66.2 | NB | 56 | 2 | 27 | 147 | 96.6 | 84.5 | 67.5 | 79.5 | AdaBoost | 46 | 12 | 15 | 159 | 79.3 | 91.4 | 75.4 | 77.3 | SVM | 54 | 4 | 18 | 156 | 93.1 | 89.7 | 75 | 83.1 |
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