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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