Spatio-temporal prediction on CDP_Ride 1h (test)
2.996MAE (tract)STGCN 3d2d1d
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| STGCN 3d2d1dModel Architecture=STGCN, Input Dimensions=3D + 2D + 1D (weather)2025.12 | 2.996 | 35.549 | — | 0.0309 | 17.2 | — | 29.5 | |
| STGCN 3d2dModel Architecture=STGCN, Input Dimensions=3D + 2D2025.12 | 3.036 | 38.502 | — | 0.0541 | 14.6 | — | 29.5 | |
| RFModel Type=Random Forest baseline2025.12 | 3.084 | 34.35 | — | 0.0314 | 17 | — | 28.4 | |
| STGCN 3dModel Architecture=STGCN, Input Dimensions=3D2025.12 | 3.153 | 37.294 | — | 0.044 | 17.2 | — | 27.1 | |
| HAModel Type=Statistical baseline (Historical Average)2025.12 | 7.664 | 195.617 | — | 0.0697 | 18.2 | — | 23.9 |