Table 3.
Algorithm | Forecasting horizon |
MAE | RMSLE | RMSE |
---|---|---|---|---|
ARIMA (Li, Yu, et al., 2018) | Day 1 | 124.52 | 3.851 | 270.78 |
12 Days Mean | 142.46 | 4.006 | 322.06 | |
STGCN (Yu et al., 2018) | Day 1 | 48.30 | 0.739 | 95.99 |
12 Days Mean | 57.31 | 0.753 | 126.73 | |
ASTGCN(r) (Guo et al., 2019) | Day 1 | 47.50 | 0.772 | 97.14 |
12 Days Mean | 55.20 | 0.785 | 122.10 | |
Graph WaveNet (Wu et al., 2019) |
Day 1 | 41.34 | 0.658 | 87.97 |
12 Days Mean | 64.05 | 0.879 | 143.61 | |
STTN (Xu et al., 2020) | Day 1 | 42.50 | 0.812 | 81.37 |
12 Days Mean | 49.33 | 0.810 | 108.31 | |
STSGT (ours) |
Day 1 | 22.04 | 0.430 | 40.78 |
12 Days Mean | 39.47 | 0.543 | 90.82 |