Skip to main content

Advertisement

Table 5 Metrics comparison with and without dynamic features for Brisbane (“wod” and “wd” represent without and with dynamic features respectively)

From: Crime event prediction with dynamic features

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) 96.14 95.41 90.6 98.57 96.55 98.11 96.65 94.88 86.78 95.8 90.28 97.37
[12–15) 96.57 96.86 90.93 98.68 96.61 98.03 96.54 96.37 86.78 95.8 90.14 96.67
[15–18) 94.4 94.4 91.2 98.75 96.59 98.43 97.98 94.34 89.86 96.69 90.1 96.4
[18–21) 93.63 96.28 90.73 97.79 96.45 98.88 97.56 95.04 87.54 97.11 89.55 97.75
[21–24) 92.88 97.96 90.65 98.57 96.45 98.3 97.54 95.6 86.45 95.84 90.01 97.19
(b) F-1 Score%
[9–12) 98.03 97.65 95.07 98.78 97.24 98.0 98.29 97.37 92.92 97.86 94.89 98.67
[12–15) 98.25 98.4 95.25 98.84 97.28 98.0 98.24 98.15 92.92 97.86 94.81 98.3
[15–18) 97.1 97.1 95.33 98.88 97.27 98.2 98.88 97.09 94.67 98.32 94.8 98.17
[18–21) 96.76 98.11 95.14 98.88 97.19 98.78 98.76 97.46 93.36 98.53 94.48 98.87
[21–24) 96.3 98.97 95.09 98.28 97.19 98.15 98.76 97.75 92.73 97.88 94.74 98.56