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
| Â | 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 |