Research Article

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

Table 8

Machine learning for historical data with weekends data evaluation results.

MAEMSERMSEMAPERMSLE

XGBoost0.071890.009690.098760.305270.07172
VAR1.057711.196521.4820660.985981.14989
SVM1.147821.834321.685691.793971.2942
KNN1.197992.773711.755731.912571.44645
(a) Class A

MAEMSERMSEMAPERMSLE
XGBoost0.090570.022440.150070.183520.05771
VAR0.446450.363390.602810.133880.09025
SVM0.721681.038961.019291.147770.78527
KNN0.763511.407661.186391.243790.7216
(b) Class B

MAEMSERMSEMAPERMSLE
XGBoost0.11750.034760.184570.289310.1175
VAR0.438050.341590.584450.503190.43805
SVM0.814790.993980.996981.12510.57837
KNN0.839151.862441.364631.225970.93895
(c) Class C

MAEMSERMSEMAPERMSLE
XGBoost0.032990.003140.055440.039840.02959
VAR0.434520.345740.5880.183610.43452
SVM0.545890.694090.833521.166260.54589
KNN0.616961.149541.072161.188840.89971
(d) Class D

MAEMSERMSEMAPERMSLE
XGBoost0.018780.002220.047170.005830.01878
VAR0.085430.084810.291230.142780.08527
SVM0.144220.118620.344260.534620.08543
KNN0.273240.132820.364441.949850.37284
(e) Class E