Table 7 Metrices comparison with and without dynamic features for New York City (“wod” and “wd” represent without and with dynamic features respectively)
Time interval | Theft | Drug Offence | Assault | Fraud | Unlawful Entry | Traffic Offence | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
wod | wd | wod | wd | wod | wd | wod | wd | wod | wd | wod | wd | |
(a) Accuracy% | ||||||||||||
[9–12) | 69.55 | 72.55 | 77.14 | 78.05 | 68.0 | 69.86 | 64.86 | 64.07 | 63.84 | 64.61 | 72.73 | 72.04 |
[12–15) | 73.39 | 76.22 | 75.42 | 77.1 | 67.07 | 68.68 | 67.41 | 67.86 | 62.16 | 60.21 | 72.32 | 71.4 |
[15–18) | 74.63 | 76.56 | 77.96 | 78.85 | 68.54 | 70.31 | 67.05 | 67.84 | 61.72 | 61.59 | 72.96 | 71.69 |
[18–21) | 72.46 | 75.07 | 74.58 | 75.59 | 67.49 | 69.6 | 67.05 | 66.02 | 61.56 | 59.74 | 71.6 | 70.55 |
[21–24) | 67.32 | 69.01 | 74.22 | 76.0 | 68.46 | 69.72 | 69.05 | 67.49 | 63.28 | 75.12 | 71.3 | 69.7 |
(b) F-1 Score% | ||||||||||||
[9–12) | 81.83 | 83.89 | 87.08 | 87.65 | 80.87 | 82.14 | 78.64 | 78.05 | 77.86 | 78.44 | 84.2 | 83.74 |
[12–15) | 84.36 | 86.25 | 85.92 | 87.01 | 80.15 | 81.3 | 80.48 | 80.8 | 76.6 | 75.09 | 83.93 | 83.3 |
[15–18) | 85.18 | 86.46 | 87.55 | 88.1 | 81.17 | 82.42 | 80.22 | 80.79 | 76.26 | 76.15 | 84.35 | 83.49 |
[18–21) | 83.73 | 85.5 | 85.33 | 86.0 | 80.42 | 81.92 | 80.26 | 79.5 | 76.15 | 74.74 | 83.44 | 82.71 |
[21–24) | 80.26 | 81.46 | 85.1 | 86.27 | 81.12 | 82.01 | 81.68 | 80.58 | 77.47 | 78.84 | 83.23 | 82.13 |