Research Article

Dynamic Bus Travel Time Prediction Models on Road with Multiple Bus Routes

Table 3

Comparison of prediction errors for five models.

ā€‰Road segment 1Road segment 2Road segment 3
ā€‰MAEMAPERMSEMAEMAPERMSEMAEMAPERMSE

ANN55.55 10.52 74.89 49.31 17.60 63.14 25.64 12.70 33.25
SVM53.70 10.24 71.43 47.33 16.73 60.55 24.79 11.91 32.65
Kalman54.3310.6875.3948.8217.9860.5925.6813.0632.97
ANN-Kalman22.72 4.34 30.30 19.45 6.96 25.25 10.51 5.10 14.34
SVM-Kalman22.66 4.33 30.17 19.44 6.82 25.37 9.40 4.46 12.60

MAE and RMSE are in units of second (s) and MAPE is in units of percentage (%).