Short-term drop-off demand forecasting on Washington D.C. Capital Bikeshare
0.151MAESimple TST
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Simple TSTForecasting Type=Probabilistic, Input Types=Baseline2026.02 | 0.151 | 0.462 | 0.126 | 2.202 | |
| T-STARForecasting Type=Probabilistic, Input Types=T-STAR2026.02 | 0.151 | 0.462 | 0.126 | 1.895 | |
| STAEformerForecasting Type=Probabilistic, Input Types=Baseline2026.02 | 0.152 | 0.475 | 0.186 | 3.655 | |
| TFTForecasting Type=Probabilistic, Input Types=Env., Facility and PT2026.02 | 0.154 | 0.472 | 0.131 | 2.083 | |
| DeepARForecasting Type=Probabilistic, Input Types=Env., Facility and PT2026.02 | 0.155 | 0.473 | 0.133 | 2.011 | |
| TST-HourlyForecasting Type=Deterministic, Input Types=Global Environment2026.02 | 0.199 | 0.437 | — | — | |
| MyopicForecasting Type=Deterministic, Input Types=Last demand observation of each station2026.02 | 0.225 | 0.572 | — | — | |
| XGBoostForecasting Type=Deterministic, Input Types=Env., Facility and PT2026.02 | 0.317 | 0.452 | — | — | |
| Historical AverageForecasting Type=Deterministic, Input Types=Baseline2026.02 | 0.331 | 0.505 | — | — | |
| STGCNForecasting Type=Probabilistic, Input Types=Env., Facility and PT2026.02 | 0.602 | 0.917 | 0.535 | 8.969 |