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Table 7 Summary for the carsharing demand prediction in the long-term (one week)

From: Forecasting the carsharing service demand using uni and multivariable models

 

MAE

RMSE

MEAN

STD

Prophet

31.158301

40.309776

164.575212

94.899747

LSTM

40.232423

52.256360

156.020799

90.698742

SARIMA

44.108337

59.216509

136.845372

13.360609

Catboost

44.906164

59.831549

154.427596

89.016378

XGBoost

45.822976

61.749803

148.905914

86.049995

LightGBM

50.879445

69.052369

143.345790

84.880683

ARIMA

86.378079

105.126036

136.845372

13.360609

  1. The best MAE and RMSE values are highlighted in boldface