Research Article
Data-Driven Prediction System of Dynamic People-Flow in Large Urban Network Using Cellular Probe Data
Table 2
Predicted inbound/outbound flow level.
| Inbound Flow |
| | Predictions | Recall |
| Base Data | 1 | 2 | 3 | 4 | 5 | 6 | |
| 1 | 89251 | 3128 | 201 | 64 | 18 | 1 | 0.963 |
| 2 | 15871 | 79102 | 3460 | 544 | 37 | 2 | 0.799 |
| 3 | 5124 | 16212 | 68191 | 2205 | 109 | 5 | 0.742 |
| 4 | 749 | 8987 | 10215 | 48970 | 1987 | 17 | 0.690 |
| 5 | 112 | 3958 | 8021 | 9090 | 15871 | 37 | 0.428 |
| 6 | 7 | 699 | 737 | 952 | 1034 | 162 | 0.045 |
| Precision | 0.803 | 0.706 | 0.751 | 0.792 | 0.833 | 0.723 | 0.768 |
| Outbound Flow |
| | Predictions | |
| Base Data | 1 | 2 | 3 | 4 | 5 | 6 | |
| 1 | 91886 | 4388 | 278 | 118 | 2 | 1 | 0.950 |
| 2 | 25374 | 43012 | 3498 | 5252 | 88 | 4 | 0.557 |
| 3 | 6293 | 8183 | 17341 | 31223 | 872 | 7 | 0.271 |
| 4 | 973 | 2067 | 2187 | 104104 | 2948 | 26 | 0.927 |
| 5 | 99 | 444 | 946 | 28369 | 11951 | 62 | 0.285 |
| 6 | 9 | 41 | 58 | 1892 | 893 | 241 | 0.077 |
| Precision | 0.737 | 0.740 | 0.713 | 0.609 | 0.713 | 0.707 | 0.703 |
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