Research Article
[Retracted] Software Defined Network Enabled Fog-to-Things Hybrid Deep Learning Driven Cyber Threat Detection System
Table 6
10-fold accuracy, precision, recall, and F1-score for LSTM, LSTM-GRU, and LSTM- CNN.
| F | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) | ++ | | !! | ++ | | !! | ++ | | !! | ++ | | !! |
| 1 | 99.68 | 99.99 | 99.89 | 99.81 | 99.09 | 99.87 | 99.79 | 99.97 | 99.59 | 99.58 | 99.60 | 99.91 | 2 | 97.44 | 99.87 | 99.93 | 97.23 | 99.98 | 99.78 | 99.67 | 99.09 | 99.97 | 99.53 | 99.72 | 99.82 | 3 | 99.53 | 99.87 | 99.96 | 99.79 | 99.99 | 99.90 | 99.63 | 99.07 | 99.83 | 99.64 | 99.74 | 99.85 | 4 | 99.64 | 99.34 | 99.95 | 00.74 | 99.82 | 99.81 | 99.81 | 99.30 | 99.81 | 99.56 | 99.66 | 99.82 | 5 | 99.56 | 99.02 | 99.99 | 99.77 | 99.85 | 99.75 | 99.69 | 99.23 | 99.79 | 99.87 | 99.72 | 99.85 | 6 | 99.67 | 99.32 | 99.92 | 99.72 | 99.82 | 99.81 | 99.83 | 99.87 | 99.73 | 99.78 | 99.09 | 99.70 | 7 | 99.27 | 99.59 | 99.97 | 99.53 | 99.85 | 99.09 | 99.57 | 99.76 | 99.97 | 99.87 | 99.97 | 99.78 | 8 | 99.65 | 99.93 | 99.95 | 99.73 | 99.23 | 99.97 | 99.83 | 99.57 | 99.94 | 99.78 | 99.99 | 99.64 | 9 | 99.29 | 99.88 | 99.94 | 99.31 | 99.73 | 99.99 | 99.80 | 99.67 | 99.92 | 99.87 | 99.81 | 99.77 | 10 | 98.89 | 99.00 | 99.93 | 99.86 | 99.72 | 99.88 | 99.77 | 99.87 | 99.98 | 99.27 | 99.83 | 99.70 |
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Used signs ++ (LSTM), (LSTM-GRU), !! (LSTM-CNN), K (constant-number), F (folds). |