Research Article
[Retracted] Adaptive Anomaly Detection Framework Model Objects in Cyberspace
Table 11
Testing results of LSTM-RNN algorithm.
| | Accuracy (%) | Sensitivity (%) | Specificity (%) | Precision (%) | Recall (%) | F1 score (%) | Time (second) |
| KDD Cup’99 | 99.81 | 100 | 89.02 | 99.78 | 100 | 99.90 | 120.60 | NSL-KDD | 93.55 | 95.58 | 91.42 | 92.13 | 95.58 | 93.82 | 48.20 | ISCX | 99.87 | 99.94 | 99.66 | 99.89 | 99.94 | 99.91 | 40.25 | CIC-ID2017 | 98.92 | 98.40 | 99.74 | 99.83 | 98.40 | 99.11 | 68.12 |
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