Research Article
[Retracted] Adaptive Anomaly Detection Framework Model Objects in Cyberspace
Table 8
Testing results of SVM algorithm.
| | Accuracy (%) | Sensitivity (%) | Specificity (%) | Precision (%) | Recall (%) | F1 score (%) | Time (second) |
| KDD Cup’99 | 99.97 | 99.98 | 99.51 | 99.99 | 99.98 | 99.98 | 85.22 | NSL-KDD | 96.53 | 96.76 | 96.26 | 96.72 | 96.72 | 96.76 | 286.67 | ISCX | 98.03 | 99.71 | 97.49 | 92.73 | 99.71 | 96.09 | 34.53 | ICI-ID2017 | 78.77 | 64.64 | 99.83 | 99.98 | 64.64 | 78.47 | 78.18 |
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