Research Article
Improved Population Intelligence Algorithm and BP Neural Network for Network Security Posture Prediction
Table 2
Recognition results of five models.
| Model | Training set | Testing set | Accuracy% | RMSE | | Accuracy% | RMSE | |
| Original GA | 72.17 | 0.3832 | 0.4934 | 78.35 | 0.6442 | 0.5013 | Original PSO | 73.83 | 0.3331 | 0.5825 | 82.65 | 0.6124 | 0.5127 | ACO | 86.42 | 0.2753 | 0.6326 | 91.75 | 0.4739 | 0.6538 | GWO | 83.26 | 0.2148 | 0.6733 | 94.45 | 0.3928 | 0.7024 | Proposed | 95.83 | 0.2019 | 0.8467 | 97.55 | 0.2646 | 0.8816 |
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