Research Article
Assisting in Auditing of Buffer Overflow Vulnerabilities via Machine Learning
Table 9
Performance of BOMiner for our test suite.
| ā | TP | FN | FP | TN | Recall (%) | TNR (%) | Precision (%) | (%) |
| KNN | 29 | 29 | 21 | 153 | 50 | 87.9 | 58 | 53.7 | DT | 31 | 27 | 35 | 139 | 53.4 | 79.9 | 47 | 50 | NB | 38 | 20 | 46 | 128 | 65.5 | 73.6 | 45.2 | 53.5 | AdaBoost | 33 | 25 | 28 | 146 | 56.9 | 83.9 | 54.1 | 55.5 | SVM | 37 | 21 | 33 | 141 | 63.8 | 81 | 52.9 | 57.8 |
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