Research Article
[Retracted] A Multiscale and High-Precision LSTM-GASVR Short-Term Traffic Flow Prediction Model
Table 6
Comparison of short-term traffic flow prediction effect of different prediction algorithms.
| Algorithm | R2 | Explanatory variance | MAPE | MAE | RMSE |
| LSTM | 0.983 | 0.983 | 0.153 | 19.758 | 28.595 | GRU | 0.982 | 0.982 | 0.206 | 20.781 | 27.233 | CNN | 0.952 | 0.962 | 0.293 | 33.297 | 45.206 | SAE | 0.976 | 0.976 | 0.374 | 24.813 | 31.744 | ARIMA | 0.975 | 0.975 | 0.222 | 23.313 | 32.381 | GASVR | 0.966 | 0.967 | 0.144 | 26.092 | 37.995 | LSTM-GASVR | 0.982 | 0.982 | 0.118 | 20.156 | 28.237 |
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