Real-Time Return Demand Prediction Based on Multisource Data of One-Way Carsharing Systems

Table 3

Demand time prediction model.

Variable	Coefficient	Std.	Z	Pr (>|z|)
Intercept	0.5814	0.2531	2.2970	0.0216
Dorderfre	370.0000	13.0200	28.4250	<2e − 16
DdetminT	−0.1071	0.0360	−2.9780	0.0029
UDordernum	0.0663	0.0269	2.4640	0.0137
UDorderfre	6.9810	0.7335	9.5170	<2e − 16
UDdetminT	−0.0776	0.0082	−9.4210	<2e − 16
ODdetminT	−0.0577	0.0054	−10.7570	<2e − 16
UODordernum	0.1646	0.0853	1.9310	0.0435
UODdetminT	−0.0187	0.0023	−2.5200	0.0284
DiffOD	−0.0133	0.0008	−16.1790	<2e − 16
Training AUC: 0.959
Validation AUC: 0.954
AIC: 8470

Symbol ‘’ of different numbers means the significant variable in different values, symbol ‘’ means close to zero, symbol ‘’ means 0.001–0.01, and symbol ‘’ means 0.01–0.05.