An Ensemble Learning Model for Short-Term Passenger Flow Prediction

Table 4

Multimodel RMSE comparison table for different step sizes.

Models	15 min	30 min	1 h	2 h	3 h	6 h
LR	17.87	17.67	16.85	16.93	17.44	19.42
KNN	19.84	18.84	18.93	21.37	17.82	18.09
XGBoost	19.91	20.47	18.72	18.75	18.43	18.47
GRU	18.05	18.04	16.81	19.39	17.25	17.53
REG	17.71	17.56	16.80	16.09	16.90	17.22