Research Article
Prediction of Industrial Network Security Situation Based on Noise Reduction Using EMD
Table 2
Performance comparison based on EMD against traditional LSTM models for forecasting.
| | ONLINE_USERS | IP_INBPS | IP_OUTBPS | TCP_INBPS | | LSTM | EMD-MMSVC-LSTM | LSTM | EMD-MMSVC-LSTM | LSTM | EMD-MMSVC-LSTM | LSTM | EMD-MMSVC-LSTM |
| | MSE | 79.35 | 39.68 | | | | | | | | RMSE | 8.91 | 6.30 | | | | | | | | MAE | 7.32 | 5.02 | | | | | | | | Average accuracy | +37% | +37% | +28% | +45% |
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