An Ensemble Learning Model for Short-Term Passenger Flow Prediction

Table 2

Multimodel RMSE comparison table for different step sizes.

Models	15 min	30 min	1 h	2 h	3 h	6 h
LR	7.40	6.69	6.72	6.66	6.65	6.81
KNN	7.68	7.52	7.14	6.99	7.05	7.45
XGBoost	7.51	7.77	7.33	6.91	6.84	6.72
GRU	7.33	6.89	6.75	6.75	6.54	6.65
REG	7.30	6.64	6.71	6.59	6.50	6.64