Research Article
Road Traffic Monitoring System Based on Mobile Devices and Bluetooth Low Energy Beacons
Table 2
Accuracy of vehicle classification based on data collected in four reference positions.
| Window size [s] | Classification algorithm | RF | KNN | PNN | SVM | ACC | CK | ACC | CK | ACC | CK | ACC | CK |
| 2 | 0.885 | 0.801 | 0.619 | 0.287 | 0.533 | 0.099 | 0.525 | 0.000 | 3 | 0.922 | 0.865 | 0.809 | 0.658 | 0.684 | 0.403 | 0.561 | 0.089 | 4 | 0.914 | 0.853 | 0.773 | 0.582 | 0.802 | 0.639 | 0.734 | 0.533 | 5 | 0.843 | 0.729 | 0.794 | 0.630 | 0.629 | 0.286 | 0.538 | 0.036 | 6 | 0.799 | 0.651 | 0.747 | 0.549 | 0.728 | 0.512 | 0.559 | 0.088 |
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