Research Article

Modelling on Car-Sharing Serial Prediction Based on Machine Learning and Deep Learning

Table 12

Machine learning for combined features evaluation results.

MAEMSERMSEMAPERMSLE

XGBoost0.069840.008490.092120.103350.06984
VAR1.04981.177771.475720.393070.3548
SVM1.086071.594341.665441.783931.12886
KNN1.187722.082581.71071.892791.44327
(a) Class A

MAEMSERMSEMAPERMSLE
XGBoost0.089780.02230.143960.119540.0498
VAR0.443270.360560.600460.133140.08978
SVM0.72161.037161.019191.141850.61201
KNN0.761911.414581.185361.236930.72143
(b) Class B

MAEMSERMSEMAPERMSLE
XGBoost0.116710.034060.186430.251270.11671
VAR0.436310.339160.582380.388690.43631
SVM0.804460.974070.986951.123110.27791
KNN0.8391.862121.364141.222580.53914
(c) Class C

MAEMSERMSEMAPERMSLE
XGBoost0.019550.002910.051020.029520.0295
VAR0.433060.344160.586650.158090.43306
SVM0.545720.694820.833071.165350.54581
KNN0.613141.149051.0711.185520.43926
(d) Class D

MAEMSERMSEMAPERMSLE
XGBoost0.016910.002040.046360.005720.01591
VAR0.084650.084880.291340.139180.07416
SVM0.11730.118170.343760.520120.0847
KNN0.272810.132510.165391.948740.17384
(e) Class E