The comparison of different prediction methods
| MAPE (%) of different road segments with a different prediction horizon | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Models | 15 min | 30 min | 45 min | 60 min | ||||||||
| A | B | C | A | B | C | A | B | C | A | B | C | |
| RF | 6.49 | 6.15 | 6.39 | 9.69 | 9.97 | 10.67 | 15.29 | 16.19 | 17.37 | 24.59 | 25.66 | 26.76 |
| XGBoost | 6.57 | 6.14 | 6.39 | 10.58 | 9.98 | 10.89 | 15.35 | 15.98 | 17.90 | 25.90 | 26.06 | 28.09 |
| MAPE (%) of different road segments with a different prediction horizon | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Models | 15 min | 30 min | 45 min | 60 min | ||||||||
| A | B | C | A | B | C | A | B | C | A | B | C | |
| RF | 6.49 | 6.15 | 6.39 | 9.69 | 9.97 | 10.67 | 15.29 | 16.19 | 17.37 | 24.59 | 25.66 | 26.76 |
| XGBoost | 6.57 | 6.14 | 6.39 | 10.58 | 9.98 | 10.89 | 15.35 | 15.98 | 17.90 | 25.90 | 26.06 | 28.09 |
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.