Table 4 Ablation Study on PEMS03, PEMS04, and PEMS08 with Metrics in the Order of RMSE, MAE, and MAPE.
From: STICformer: spatio-temporal intrinsic connections transformer for traffic flow prediction
Dataset | PEMS03 | PEMS04 | PEMS08 | ||||||
|---|---|---|---|---|---|---|---|---|---|
Metric | RMSE | MAE | MAPE | RMSE | MAE | MAPE | RMSE | MAE | MAPE |
w/o Eplus | 25.80 | 15.28 | 14.85% | 30.01 | 18.16 | 12.20% | 23.25 | 13.37 | 8.88% |
w/o T | 26.07 | 15.41 | 15.01% | 30.09 | 18.44 | 12.44% | 23.37 | 13.46 | 9.05% |
w/o S | 26.03 | 15.35 | 14.99% | 30.11 | 18.45 | 12.41% | 23.32 | 13.54 | 9.10% |
w/o C | 25.65 | 15.30 | 14.90% | 30.05 | 18.21 | 12.26% | 23.30 | 13.41 | 8.99% |
w/o TS | 26.35 | 15.80 | 15.23% | 30.21 | 18.69 | 12.61% | 23.44 | 13.86 | 9.31% |
STICformer | 25.20 | 15.19 | 14.34% | 29.80 | 18.07 | 11.96% | 23.09 | 13.29 | 8.80% |
