Table 1 Performance comparison of methods.
From: A multi-sensory stimulating attention model for cities’ taxi service demand prediction
Method | MAPE-O (%) | RMSE-O | MAPE-OD (%) | RMSE-OD |
|---|---|---|---|---|
HA | 45.04 | 52.44 | 37.71 | 1.93 |
Lasso | 34.89 | 33.00 | 33.85 | 1.65 |
OLSR | 33.09 | 32.68 | 33.86 | 1.65 |
XGBoost | 37.78 | 31.23 | 32.04 | 1.54 |
MLP | 25.24 | 25.60 | 30.70 | 1.49 |
ST-ResNet | 24.16 | 22.43 | 28.53 | 1.38 |
CSTN | 18.48 | 19.85 | 27.37 | 1.32 |
MSSA | 15.10 | 14.36 | 25.93 | 1.25 |
