| 城市 | 评估指标 | LR | LSTM | MiST | CF | AGL-STAN | UrbanGPT | UniFlow | ST-Crime |
|---|---|---|---|---|---|---|---|---|---|
| 纽约 | Macro-F1 | 0.629 9 | 0.667 0 | 0.675 2 | 0.683 3 | 0.728 3 | 0.688 5 | 0.691 2 | 0.739 7 |
| Micro-F1 | 0.618 4 | 0.524 1 | 0.557 2 | 0.576 8 | 0.679 3 | 0.579 2 | 0.620 0 | 0.687 1 | |
| 洛杉矶 | Macro-F1 | 0.345 7 | 0.421 5 | 0.430 5 | 0.439 1 | 0.570 8 | 0.586 0 | 0.618 1 | 0.643 3 |
| Micro-F1 | 0.312 4 | 0.349 4 | 0.347 1 | 0.370 3 | 0.541 9 | 0.524 1 | 0.567 4 | 0.601 8 | |
| 旧金山 | Macro-F1 | 0.142 9 | 0.521 7 | 0.532 0 | 0.548 1 | 0.586 3 | 0.556 7 | 0.624 9 | 0.665 2 |
| Micro-F1 | 0.141 5 | 0.364 7 | 0.388 7 | 0.352 3 | 0.450 4 | 0.468 5 | 0.490 3 | 0.537 5 |
