Research Article
An Approach Based on the Improved SVM Algorithm for Identifying Malware in Network Traffic
Table 4
Accuracy of OFSVM using different kernel functions.
| Dataset | Accuracy (%) | Polynomial | Sigmoid | Linear | RBF |
| NTDS1 | 75.4 | 87.9 | 67.4 | 90.3 | NTDS2 | 86.3 | 89.3 | 55.3 | 88.4 | NTDS3 | 53.8 | 82.4 | 64.2 | 89.3 | NTDS4 | 91.4 | 87.3 | 77.3 | 87.1 | CAIDA | 72.3 | 82.7 | 65.4 | 86.4 | Average | 75.84 | 85.92 | 65.92 | 88.3 |
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