Deal with zero | Model | Data set | RMSE | MAE |
---|---|---|---|---|
Use 3σ criterion | Prophet | Single station | 1.70 | 1.23 |
Multi-stop (Disorder) | 1.61 | 1.14 | ||
Multi-stop (Orderly) | 1.186 | 0.92 | ||
LSTM | Single station | 1.29 | 1.13 | |
Multi-information | 1.17 | 0.95 | ||
Unused 3σ criterion | Prophet | Single station | 1.814 | 1.28 |
Multi-stop | 1.75 | 1.20 | ||
LSTM | Single station | 1.46 | 1.27 | |
Multi-information | 1.27 | 0.92 |