Research Article
A Hybrid Approach by CEEMDAN-Improved PSO-LSTM Model for Network Traffic Prediction
Table 3
The prediction error with five classical models.
| Index | CEEMDAN-IPSO-LSTM | CEEMDAN-LSTM | IPSO-LSTM | LSTM | ARIMA | SVR | DTR | MLR |
| RMSE | 46.93 | 51.77 | 47.20 | 52.53 | 90.22 | 65.59 | 89.78 | 71.74 | MAE | 21.61 | 27.61 | 42.47 | 41.14 | 53.98 | 37.58 | 51.42 | 41.52 | MAPE (%) | 20.67 | 27.94 | 33.07 | 32.58 | 43.79 | 25.61 | 49.15 | 32.19 |
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