Table 2 TTP performance by the LSTM using different missing value imputation methods.
From: A comparative study and simple baseline for travel time prediction
Taiwan | Max Imputation | Chou Imputation | DAE Imputation |
|---|---|---|---|
Mean MAE | 16.940 | 17.024 | 17.184 |
Median MAE | 12.767 | 13.749 | 13.631 |
Mean RMSE | 45.034 | 45.243 | 45.152 |
Median RMSE | 35.005 | 35.835 | 35.027 |
California | Max Imputation | Chou Imputation | DAE Imputation |
|---|---|---|---|
Mean MAE | 4.420 | 4.462 | 4.453 |
Median MAE | 3.290 | 3.450 | 3.452 |
Mean RMSE | 8.453 | 8.468 | 8.461 |
Median RMSE | 6.608 | 6.573 | 6.654 |
