An Ensemble Learning Model for Short-Term Passenger Flow Prediction

Table 6

Multimodel RMSE comparison table for different step sizes.

Models	15 min	30 min	1 h	2 h	3 h	6 h
LR	9.51	8.56	8.46	8.36	8.33	8.31
KNN	9.86	9.70	9.12	8.53	8.28	8.32
XGBoost	9.41	9.47	9.18	8.37	7.91	7.81
GRU	9.43	8.56	8.40	8.10	7.80	7.80
REG	9.37	8.54	8.37	7.95	7.70	7.78