Table 4 Comparison of the prediction results
From: Application of time series prediction techniques for coastal bridge engineering
| Â | Raw data | Preprocessed data | |||
|---|---|---|---|---|---|
MAE | MSE | MAE | MSE | ||
Joint | XGBoost | 0.014 | 3.9 × 10− 4 | 0.009 | 1.1 × 10− 4 |
LSTM | 0.035 | 2.0 × 10−3 | 0.007 | 9.0 × 10−5 | |
Tower top | XGBoost | 0.002 | 7.1 × 10−6 | 6.2 × 10−4 | 4.3 × 10−7 |
LSTM | 0.002 | 6.4 × 10−6 | 5.1 × 10−4 | 3.0 × 10−7 | |