Origin-Destination Flow Prediction on NYC Taxi (test)
1.685MAEGravity
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GravityEstimation=PPML, Additions=Fixed Effects (FE)2025.12 | 1.685 | 3.183 | 0.292 | 0.696 | |
| GravityEstimation=PPML, Scope=all2025.12 | 1.749 | 3.348 | 0.216 | 0.681 | |
| GravityEstimation=PPML, Constraint=T > 02025.12 | 1.773 | 3.374 | 0.204 | 0.681 | |
| GravityMass type=flow mass2025.12 | 1.913 | 3.993 | -0.114 | 0.499 | |
| Competing destinations2025.12 | 1.921 | 3.602 | 0.093 | 0.526 | |
| Origin-constrainedModel type=power-law2025.12 | 1.924 | 3.546 | 0.121 | 0.548 | |
| GravityMass type=POI mass2025.12 | 1.943 | 4.187 | -0.225 | 0.478 | |
| DC GravityTemporal Resolution=hourly2025.12 | 1.943 | 3.591 | 0.099 | 0.539 | |
| OPSType=opportunities2025.12 | 2.182 | 4.079 | -0.163 | 0.502 | |
| Radiation2025.12 | 2.807 | 5.028 | -0.767 | 0.255 |