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Table 6 Summary for the carsharing demand prediction in the short-term (12 hours)

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

  MAE RMSE MEAN STD
Catboost 23.371369 32.704312 155.964375 92.419203
XGBoost 23.591305 33.270057 156.686951 92.391609
LightGBM 25.231280 35.210025 156.390899 92.124506
Prophet 31.956735 41.979346 147.266962 85.300089
SARIMA 33.884065 43.560814 114.444472 18.985461
LSTM 42.615119 58.792255 125.105176 73.699453
ARIMA 94.451198 114.812688 114.444472 18.985461
  1. The best MAE and RMSE values are highlighted in boldface