Research Article
[Retracted] Adaptive Anomaly Detection Framework Model Objects in Cyberspace
Table 9
Testing results of KNN algorithm.
| | Accuracy (%) | Sensitivity (%) | Specificity (%) | Precision (%) | Recall (%) | F1 score (%) | Time (second) |
| KDD Cup’99 | 99.40 | 99.71 | 81.69 | 99.68 | 81.69 | 99.70 | 255.42 | NSL-KDD | 87.65 | 81.27 | 94.77 | 94.55 | 81.27 | 87.41 | 168.09 | ISCX | 99.95 | 99.94 | 99.64 | 99.88 | 99.94 | 99.91 | 94.83 | ICI-ID2017 | 98.61 | 98.79 | 98.35 | 98.79 | 98.83 | 98.57 | 53.67 |
|
|